Turn 17 · gpt

 succeeded in 493ms:
# wsp31 author brief (read fully at the start of every turn)

You are one of three authors (claude, gpt, gemini) taking turns. Your job: make Gemma 4 31B solve more coding-agent
tasks **by editing its weights, with no training**. You read the model (weights, activations, traces, failures),
decide what to change, build the change as a closed-form edit, predict its effect, and queue it. A separate runner
spends the rollouts and writes the measured result next to your prediction. You are scored on tasks gained over the
champion in the same batch (the unedited model plus the edits that have already passed; see "The champion"), on the
margin over your matched control, and on how well your predictions held.

**Be bold.** Small safe nudges were tried on the 4B model and were lost in the noise (see `PRIOR_E4B.md`). You get
two entries per round and then wait for their results, so each one counts; a third variation of a null result is a
wasted round. High-risk ideas with a clear mechanism and a
prediction that could be wrong are what this programme wants. Say what would prove you wrong.

## Where you work

- Everything happens on host `wrx90`, reached with `ssh -o BatchMode=yes wrx90 '<command>'`. Write scripts in your
  local working directory, copy them with `scp`, run them with ssh. Keep ssh output small (`tail`, `cut`, `head`).
- Root: `/home/keith/gemma-v2` (below: `$R`). Python: `$R/tii-venv/bin/python` (torch, transformers, vLLM 0.19.1,
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- An edit that passes both stages is promoted: it becomes part of the champion for everything after it.
- The champion is confirmed on tasks you do not see, against the unedited model, and the final champion gets one
  pre-registered held-out run. A changed edit is a new edit.
- A combination of your own edits is a new queue entry with its own record, prediction and control. Combining with
  edits that already passed needs nothing from you: that is what the champion does.

Single-run agent evaluations are noisy by several tasks. An edit worth having shows up as ten or more tasks.
Aim there.

 succeeded in 344ms:
# Author gpt - turn 13 COMPLETE: one resubmission and one new READY

Started 2026-11-14 19:22 UTC; finished 2026-11-14T20:33:38.666360+00:00; before 20:52 deadline. Champion generation 0. Exactly two round entries; do not submit a third. All own pre-test jobs stopped, zero GPU use, scratch 4.880 GB. Full receipt: code/turn13/turn_receipt.json.

Queued unchanged: 0027 code-reader-damp-r4-033 (0.330005%, 300 reader matrices, rank 4). RESUBMIT at 19:54 UTC was ingested as queued_s1. Source/frozen hashes and checkers verified. READY, old record, weights unchanged. Prediction -8 to +14 remains the original frozen prediction.

New: code-reader-damp-r4-066, READY. Size 0.660011% over 300 q/k/v/gate/up matrices, largest 0.717253%. Same six-task code/prose reader directions and matched orthogonal random control as 0027. Both arms are exactly twice their source stored updates; A unchanged, B doubled. Both checkers pass and rebuild config/weights/metadata byte for byte. Max per-matrix control norm mismatch 0.08347%. Prediction -5 to +9; fewer string-match errors and wrong finished patches, no >15% thought/call shift. Readers differ from null writer-only 0025/0026.

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Declined scouts, never READY: pooled-outcome-rotation-033 (120 writers, exact ideal norm/prompt-syntax-mean protection) failed close guard, mean -0.1655 on four calls; reserved-pair alignment near zero. reader100 failed the preset distribution limit: KL 0.15419 on 180 points implied minimum final mean 0.11760, above 0.1. Its syntax/closes passed; do not call this measured rollout harm. Chose 0.66% adaptively. Both declined scouts and receipts remain in scratch/turn13 and the new record.

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# Results for author gpt (2026-11-14 19:55:13 EST)

Written by the runner as your turn opens. "New" means scored since your last turn started (2026-11-14 14:22:18 EST). The full result text of every entry is in its ledger record (`tii-wsp31-doc/research/wsp31/ledger/<id>-*.md`, index `LEDGER.md` next to that directory); the live queue is `wsp31/queue/STATUS.md`.

## Your new results

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Every batch scores an entry against this base: the reference arm is the champion and your edit and control are served as champion + your adapter (exact sum, `wsp31/tools/stack_exact.py`). Your entry is still only your own change (rank 32 or less). An edit that passes both screening stages becomes the next generation.

| generation | what | ledger | author | screening gain over the generation before (both stages) | rank |
|---|---|---|---|---|---|
| 1 | generation 0 + Instruction vector, think briefly: an always-on neuron per layer writes the stream shift of a 'keep your thinking short' paragraph (dose 2) | 0031 | claude | +18.5 | 1 |

Screening gains are not added up. The gain of a champion over the unedited model is measured by its own confirmation run.

 succeeded in 156ms:
57:- RTXSim, /home/keith/rtxsim, wrx90, calibration-flow, native_cycles, trace compression, W4, 512 MiB, 2 GiB, RTXSIM_CUDA_INCLUDE, CalibrationRequired, A/B confidence interval, unsupported instructions, replay_calibration_flow.py, 82565b4c3ad2aff437495781c42d3934f5eb0ce0, 42520282752
69:- Clean-container compilation must use configured toolkit headers through `RTXSIM_CUDA_INCLUDE`, rather than deriving a CUDA include path from wrx90. Replay with `CUDA_VISIBLE_DEVICES= python3 tools/replay_calibration_flow.py evidence/cpu/2026-11-08-calibration-flow/catalog.json work/new-flow-replay`. [Task 1]
75:- symptom: clean-container CI cannot find `cuda.h` -> cause: `build_calibration_bundle.py` derives headers from a host-specific wrx90 path -> fix: use `RTXSIM_CUDA_INCLUDE` or configured toolkit include paths. [Task 1]
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783:applies_to: cwd=WRX90 remote-cleanup family (including C:\Users\Owner\Documents\Codex\2026-09-12\ne and C:\Users\Owner\Documents\Codex\2026-11-06\please-delete-these-folders-on-wrx90); reuse_rule=reuse the approval, preservation, live-reference, scheduled-restart, and verification gates for comparable WRX90 cleanup, but re-audit current host state, protected workloads, mounts, restart mechanisms, and exact targets before any deletion
789:- rollout_summaries/2026-09-12T15-39-04-84cj-wrx90_disk_audit_and_verified_cleanup.md (cwd=\\?\C:\Users\Owner\Documents\Codex\2026-09-12\ne, rollout_path=C:\Users\Owner\.codex\sessions\2026\09\12\rollout-2026-09-12T11-39-04-01a09645-b096-7c70-b6c5-4a34b8305bdb.jsonl, updated_at=2026-09-12T16:09:25+00:00, thread_id=01a09645-b096-7c70-b6c5-4a34b8305bdb, read-only until approval)
793:- WRX90, wrx90-blackwell, disk-audit, WD_BLACK SN8100, 99% full, workstation-runs, Docker mounts, /tmp tmpfs, nvidia-smi driver/library mismatch
799:- rollout_summaries/2026-09-12T15-39-04-84cj-wrx90_disk_audit_and_verified_cleanup.md (cwd=\\?\C:\Users\Owner\Documents\Codex\2026-09-12\ne, rollout_path=C:\Users\Owner\.codex\sessions\2026\09\12\rollout-2026-09-12T11-39-04-01a09645-b096-7c70-b6c5-4a34b8305bdb.jsonl, updated_at=2026-09-12T16:09:25+00:00, thread_id=01a09645-b096-7c70-b6c5-4a34b8305bdb, 40 targets; 1,011.1 GiB net gain)
803:- wrx90-cleanup-20260912, runtime-sources.tar.gz, SHA-256, /home/keith/vast-backups/instance-50098689-20260910, .cache/pip, Docker build cache, DeletedCount=40, ProtectedRunEntries=665
809:- rollout_summaries/2026-09-12T15-39-04-84cj-wrx90_disk_audit_and_verified_cleanup.md (cwd=\\?\C:\Users\Owner\Documents\Codex\2026-09-12\ne, rollout_path=C:\Users\Owner\.codex\sessions\2026\09\12\rollout-2026-09-12T11-39-04-01a09645-b096-7c70-b6c5-4a34b8305bdb.jsonl, updated_at=2026-09-12T16:09:25+00:00, thread_id=01a09645-b096-7c70-b6c5-4a34b8305bdb, 43 targets; worktree/source state preserved)
819:- rollout_summaries/2026-11-06T14-44-42-ncSR-delete_wrx90_folders_with_verification.md (cwd=\\?\C:\Users\Owner\Documents\Codex\2026-11-06\please-delete-these-folders-on-wrx90, rollout_path=\\?\C:\Users\Owner\.codex\sessions\2026\11\06\rollout-2026-11-06T09-44-42-01a1b151-adf6-7600-8cef-215476593e21.jsonl, updated_at=2026-11-06T14:48:42+00:00, thread_id=01a1b151-adf6-7600-8cef-215476593e21, six requested paths removed after watchdog/cron remediation)
823:- WRX90, wrx90-blackwell, /home/keith/arc2_rl, RL watchdog, failsafe lock, crontab, /proc, Docker mounts, device/inode, deletion-receipt.jsonl, finish-receipt.jsonl
825:- Related skill: skills/wrx90-approved-cleanup/SKILL.md
834:- `wrx90` resolves to `wrx90-blackwell` through the configured dedicated-identity SSH alias. On this host, direct SSH one-liners or Base64-encoded bounded scripts avoid PowerShell-to-Bash heredoc CRLF/BOM quoting failures. [Task 1]
838:- The 509.10 GiB latent-bridge datasets were identified but not deleted. Post-round-two state was about 1,328.6 GiB available and 62% disk use; re
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 succeeded in 356ms:
# Ledger index (generated by tools/ledger.py index; do not edit by hand)

Read this before proposing anything. A row marked `null` or `harmful` is not to be retried unless the new
record says what is different and why that difference should matter.

| id | date | author | track | title | set / batch | status | verdict | result |
|---|---|---|---|---|---|---|---|---|
| [0001](ledger/0001-claude-unedited-baseline-noise-floor.md) | 2026-11-12 | claude | baseline | Unedited 31B on the screening set, two passes (base rate and identical-arm noise) | wsp31_screen_v1 / s1_base | done | inconclusive | stopped at 59 of 720 episodes; 54% ended at the session limit at concurrency 16 |
| [0002](ledger/0002-claude-state-of-the-art-survey.md) | 2026-11-12 | claude | survey | Survey of training-free weight editing to November 2026, with 20 ranked edit ideas for 31B | - / - | done | n/a | reports/2026-11-12-weight-editing-survey.md |
| [0003](ledger/0003-claude-identical-arms-batch-noise-floor.md) | 2026-11-12 | claude | baseline | Three identical-weight arms in one batch (base rate, noise floor, adapter-path check, runner shakedown) | wsp31_screen_v1 / b001 | done | n/a | base 60, aa 60, zero 65 of 120; d 11.3 tasks per identical pair; bars +3 / -6 / +4 / +5 / +10 / -10 |
| [0004](ledger/0004-claude-size-of-real-training-updates.md) | 2026-11-12 | claude | baseline | How far real training moves the weights (size reference for edits) | - / - | done | n/a | research/wsp31/tools/train_size.py (numbers below) |
| [0005](ledger/0005-claude-tools-lane-edit-toolchain.md) | 2026-11-12 | claude | tools | Tools lane (31B edit toolchain: exact loader and forward pass, LoRA builders, checker, pre-tests, champion support) | wsp31_screen_v1 / - | running | - | research/wsp31/edit_tools/REPORT.md |
| [0006](ledger/0006-claude-interp-lane-readers-failure-modes-directions.md) | 2026-11-12 | claude | interp | Interpretability lane (can LLMs read the weights; failure modes; per-layer directions for training-sized edits) | wsp31_screen_v1 / - | running | - | research/wsp31/interp/REPORT.md |
| [0007](ledger/0007-claude-deep-gate-b01-end-neurons-x9.md) | 2026-11-12 | claude | edit | Deep-thought gate (dose 0.1) plus the model s own end-of-thought neurons at 9 times their write | wsp31_screen_v1 / x005 | done | null | stage 1: +0.0 of 120 tasks |
| [0008](ledger/0008-claude-deep-thought-gate-g3-b03.md) | 2026-11-12 | claude | edit | Deep-thought gate: one neuron per layer 30-48 detects depth >= 800 inside a thought and writes the end-of-thought state (dose 0.3) | wsp31_screen_v1 / b002 | done | harmful | stage 1: -10.0 of 120 tasks |
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| [0010](ledger/0010-claude-early-gate-b01-end-neurons-x9.md) | 2026-11-12 | claude | edit | Early deep-thought gate (fitted on depth >= 400, dose 0.1) plus own end-of-thought neurons x9: the strong dose of the gated family | wsp31_screen_v1 / - | parked | - | - |
| [0011](ledger/0011-gpt-writer-close-amplify-033.md) | 2026-11-12 | gpt | edit | Amplify natural thought-ending writes across all layers at 0.33 percent | wsp31_screen_v1 / b002 | done | harmful | stage 1: -10.0 of 120 tasks |
| [0012](ledger/0012-gpt-writer-close-amplify-050.md) | 2026-11-12 | gpt | edit | Amplify natural thought-ending writes across all layers at 0.50 percent | wsp31_screen_v1 / b003 | done | harmful | stage 1: -21.0 of 120 tasks |
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- NLA checkpoint list (Neuronpedia page truncated); Gemma 4 NLA is **UNVERIFIED / not found**.
- Parametric Skills numeric results (abstract has none; the 6.44 figure is aggregator-only, **UNVERIFIED**).
- "The Path Not Taken" (2511.08567) and OpenAI weight-sparse transformers (2511.13653): details from search results, abstracts not opened directly (**UNVERIFIED** specifics).
- Gemma 4 31B SWE-bench Verified base score (~63, secondary blog, **UNVERIFIED**). The Gemma 4 technical report (arXiv 2607.02770) was not opened directly.
- Community Ge
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 succeeded in 322ms:
# What was already tried on Gemma 4 E4B (paper track, 4-12 Nov 2026)

These are training-free weight edits on the small model, written by Claude, GPT and Gemini, measured on 170
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only for 31B) and on 130 held-out tasks. Sources: the private paper repository (`gemma-weight-programming`), its
experiment log and result files. Counts are tasks solved of 170 unless stated; "vs" is the same-batch unedited arm.

None of these results transfers to 31B automatically. They are listed so that a 31B attempt of the same kind is made
on purpose, with a reason, and not by accident.

## Method that was used

A frontier LLM diagnosed failures from logged agent decisions, located a direction in the residual stream (difference
of means between decision classes), compiled it into a closed-form MLP edit (always-on, or gated by a "quiet neuron"
that fires only under a condition such as "no file edited yet"), wrote a prediction, and tested against a
norm-matched random control.

## What moved behaviour

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- Activation atlas and its views; `--champion` runs of `dose.py`, `validate.py`, `closeprobe.py`, `vgen.py`.
- Any single entry beyond rank 32 per matrix, and edits of norms, `layer_scalar` or embeddings (`overlay.py` exists
  as code, has not been served, and the runner does not accept it).
- A probe verdict that predicts rollout outcome: the registered ranking test failed on four edits (section 5).

**Handling truncated tool output**

 succeeded in 627ms:
# wsp31 tools for edit authors

Changelog (newest first; times US Eastern):
- Fri 13 Nov, 3:51 PM: **three of the first four edits were harmful (-10 to -21 tasks): read "Before you submit"
  (section 5) first.** GPU 0 for pre-tests only while an author turn is open (section 3). New `delimprobe.py`.
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  12:39 AM speed (trap 12): **the server's rank limit sets the price of an adapter**.
- Thu 12 Nov: 11:40 PM first served runs of `dose.py`, `validate.py`, `vgen.py`, `closeprobe.py`; 10:55 PM stacks
  of rank 34 to 96 applied as written; 10:30 PM **thought-end pre-tests need exact contexts**, rank limits 64 or 128
  (never 96); 10:00 PM champion support, network-wide builders; 8:36 PM first version. Earlier commands all still work.

Everything here lives in `$R/wsp31/tools` (below `$T`; `$R = /home/keith/gemma-v2`). Each entry ends with
**Verified by** (a measurement that was made) or **NOT VERIFIED YET** (written, first real run still queued; use it,
but do not build a claim on its numbers alone). Architecture facts are in `$T/ARCH.md` (read "Consequences for
weight edits" there before designing an edit); measurements with commands are in `$T/REPORT.md`.

    . /home/keith/gemma-v2/env.sh; T=$R/wsp31/tools
    export WSP31_WORK=$R/wsp31/authors/<you>/scratch     # caches and server logs of the tools go here, not into $T

[... 599 lines cut ...]
/home/keith/gemma-v2/wsp31/authors/gpt/code/finish_record.py
/home/keith/gemma-v2/wsp31/authors/gpt/code/inspect_turn13.py
/home/keith/gemma-v2/wsp31/authors/gpt/code/combo_guard.py
/home/keith/gemma-v2/wsp31/authors/gpt/code/cancel_optional.py
/home/keith/gemma-v2/wsp31/authors/gpt/code/capture_job.sh

**Exploring novel quantization corrections**
**Checking existing CPU scripts**

 succeeded in 369ms:
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    7,778, 6,456, 8,072 (corrected rows: two tasks that ran in a wrong image were rerun, ledger record 0046).
  - **The five predictions (L1 to L5), scored by `dirs/score_5o.py` as fixed before the batch closed.** L1, fewer
    cut-offs in paired tasks against all three other arms: removed 49 and added 17 against base, 44 and 15 against
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    episode: fewer in 145, 150 and 159 of 218 tasks, more in 44, 38 and 28: HIT. L3, cut-offs under 0.633 of the
    unedited mean: 54 against 84.5 is 0.639: MISS, by one cut-off (53, the count before the rerun, would have hit). L4, the runner's verdict is
    not "pass": null, HIT. L5, score under +10.5 and no paired gain in solved tasks: +2.5; gained 16 and lost 20
    against base (p 0.62), 19 and 10 against the identical-weights arm (p 0.14): HIT. These five were registered
    after stage 1 of 0032 and stage 2 of 0031 (the same vector at dose 2) had been read, so they predict a repeat;
    they are easier than the predictions of amendment 5 (2 of 6 mechanism hits) and are counted apart from them.
  - **L3: a hit on the rows at close, a miss on the corrected rows; the miss is the verdict (9:26 AM ET, Sat 14 Nov 2026).** Two tasks
    of this batch ran in a wrong image and were rerun. At close the edit arm had 53 cut-offs (ratio 0.627); in the
    rerun one of the two tasks is cut off in the edit arm as well, which makes 54 and 0.639. That the corrected rows
    decide was written into PROTOCOL before the rerun ran. What it means: the bar was the ratio of dose 2 in b008,
    so L3 said dose 4 removes a larger share of cut-offs than dose 2 did. It does not: 0.633 (0.637 on the corrected
    rows of b008) at dose 2 and 0.639 at dose 4. The share of cut-offs removed is the same at both doses.
  - **Dose.** Dose 2 (0031, batch b008, the same 218 tasks) and dose 4 solved the same number, 123. Cut-offs fell to
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[... 145 lines cut ...]
 e.save(str(out/'edit'),note=note|{'control':False});c.save(str(out/'ctrl'),note=note|{'control':True})
 (out/'geometry.json').write_text(json.dumps(diag,indent=2));print('BUILT',out,'dose',dose,'angle_minmax',min(d['angle_radians'] for d in diag),max(d['angle_radians'] for d in diag),flush=True)
if __name__=='__main__':
 ap=argparse.ArgumentParser();ap.add_argument('op',choices=['fit','build']);ap.add_argument('--out');ap.add_argument('--dose',type=float);a=ap.parse_args()
 if a.op=='fit':fit()
 else:build(a.out,a.dose)

**Searching for top block command**

 succeeded in 329ms:
bash: line 1: CPU: command not found
bash: line 1: seconds: command not found
bash: line 1: flip: command not found
import math
import torch
def gelu_tanh(x):
    return .5*x*(1+torch.tanh(math.sqrt(2/math.pi)*(x+.044715*x**3)))
def clipdiv(d,wp,q=.05):
    return torch.where(wp.abs()>=torch.quantile(wp.abs().float(),q),d/wp,torch.zeros_like(d))
def signflip(d,seed):
    g=torch.Generator().manual_seed(seed)
    return d*(torch.randint(0,2,d.shape,generator=g)*2-1).float()
"""Paired-outcome writer transport. Closed-form ridge/SVD; no optimizer."""
import json,sys,time,hashlib,argparse,os
from pathlib import Path
import torch
C=Path(__file__).resolve().parent;A=C.parent.parent;S=A/'scratch/turn10';T=C/'tools'
sys.path.insert(0,str(T));import g31
from edits import EditSet
[... 137 lines cut ...]
 start=time.time();(S/'hold1_started.json').write_text(json.dumps({'start':start,'pid':os.getpid(),'limit':1620}))
 m=g31.G31();log('MODEL');data=capture(m);maps=fit(data)
 paths={}
 for nm,dose,ctrl in [('E033',.0033,False),('E100',.01,False),('E300',.03,False),('C100',.01,True)]:
  paths[nm]=S/'scouts'/nm;build(maps,paths[nm],dose,ctrl,m=m)
 evaluate(m,paths,start+1530)
 (S/'hold1_finished.json').write_text(json.dumps({'start':start,'end':time.time(),'seconds':time.time()-start}))
if __name__=='__main__':main()

 succeeded in 372ms:
turn10
turn13
turn4
turn7
after_capture.sh
audit_boundary.py
audit_snapshot.py
author_capture.py
boundary_probe.py
build_combo.py
build_overlap.sh
build_project.py
cancel_optional.py
capture_job.sh
close033_record.json
close050_record.json
combo_candidates.txt
combo_guard.py
complete_entry.py
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/home/keith/gemma-v2/wsp31/authors/claude/code/mk_eval.py
/home/keith/gemma-v2/wsp31/authors/claude/code/net_report.py
/home/keith/gemma-v2/wsp31/authors/claude/code/gpu_hold6b.sh
/home/keith/gemma-v2/wsp31/authors/claude/code/fcv2_build.py
/home/keith/gemma-v2/wsp31/authors/gpt/code/turn13/tools/g31.py

**Optimizing spectral damping for signal clarity**
**Analyzing attention sink through BOS projection**

 succeeded in 323ms:
"""netops.py: network-wide operations of EditSet (edits.py), for edits of the size real training makes: many layers,
readers and writers, a few directions per matrix, 0.3% to 3% of the whole network. CPU only. Use through EditSet:

    e = EditSet()
    e.write_dir(range(60), D, alpha=1.0)      # every o_proj and down_proj: dW = alpha * P W   (P projects on D)
    e.read_dir(range(60), D, alpha=1.0)       # every q/k/v/gate/up_proj:   dW = alpha * W P
    e.scale_to(per_matrix=1.0, net_rel=0.003) # every changed matrix the same relative size, whole network 0.3%
    c = EditSet(); c.write_dir(range(60), EditSet.rand_dirs(D, seed=0)); c.read_dir(...); c.match_sizes(e)
    e.net_rel(), e.sizes(), e.scale(0.5), e.control("orth"), e.reduce(32)

D is one direction [5376] or several [k, 5376] for all layers, or a dict {layer: tensor} or a function layer ->
tensor for one direction set per layer (layers missing from a dict are skipped). The directions are orthonormalised;
the edit of a matrix has rank k. "Whole network" (net_rel) is sqrt(sum |dW|_F^2) / sqrt(sum |W|_F^2) over all 420
entries of data/fro_norms.json, the same yardstick as train_size.py.

Two facts of the architecture decide what such an edit does (ARCH.md): (1) the output of o_proj and of down_proj
passes through an RMS norm before it reaches the residual stream, so multiplying a whole writer by a constant does
nothing; amplifying a direction changes the direction of the write, not its length. (2) readers see the stream after
an RMS norm with a learned weight per coordinate, and those weights span 1e-6 to 1e3. space="module" (default) takes
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 e,rho=J.build_arm(st,'I1',a.dose,kind=='ctrl')
 e.save(str(out/kind),note={'author':'gpt','turn':7,'contrast':'source-grounding minus generic instruction',
   'dose':a.dose,'control':kind=='ctrl','seed':710000,'rho':rho,
   'stats_sha256':hashlib.sha256((P/'ground_stats.pt').read_bytes()).hexdigest()})
 print(kind,'net_rel',e.net_rel(),'matrices',len(e.sizes()),flush=True)

**Analyzing quantization error compensation**
**Planning spectral attenuation tests**

 succeeded in 1281ms:
---
id: 0061
date: 2026-11-14
author: claude
track: edit
title: 'Wait' contrast removed from every writer: no block output in any layer can prefer 'Wait' to the other words that open a sentence
status: done
set: wsp31_screen_v2
batch: b013
verdict: null
result: stage 1: -2.5 of 120 tasks
---

## Hypothesis

The unedited agent restarts its own thoughts with one word. In the logged thoughts of the unedited arms `base` and `aa`
of the stage-1 batches x004, x006 and x008 (720 episodes, budget `x2`; `code/wait_stats14.py`, `code/wait_pairs14.py`,
`code/wait_lp14.py`):

[... 356 lines cut ...]
    with open(os.path.join(model_dir, "model.safetensors"), "rb") as f:
        n = struct.unpack("<Q", f.read(8))[0]
        h = json.loads(f.read(n))
    h.pop("__metadata__", None)
    return h

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**Exploring head selection and matrix operations**

 succeeded in 384ms:
import json
from pathlib import Path
R=Path('/home/keith/gemma-v2');A=R/'wsp31/authors/gpt'
sets=R/'wsp31/queue/sets';allow=set((sets/'stage1_ids.txt').read_text().split())
fit={r['instance'] for r in json.loads((A/'code/turn10/selection.json').read_text()) if r['split']=='fit'}
for arm in ['base','aa','e0047','e0048']:
 p=R/f'results/wsp31/batches/b010/{arm}/rebench/shard0_gpu0/task_results.jsonl'
[line removed by the dashboard scrubber]
print('PARKED RECORD', (A/'queue/code-reader-damp-r4-033/record.md').read_text())
for k in ['0047','0048','0049','0050']:
 p=next((R/'tii-wsp31-doc/research/wsp31/ledger').glob(k+'-*.md'));s=p.read_text();print('LEDGER',k,s[:s.find('## Result')])
report=(R/'wsp31/interp/REPORT.md').read_text().splitlines()
for j,l in enumerate(report):
 if 'flips.py' in l or 'count_flips' in l or 'replay.py' in l:print('REPORT COMMAND','\n'.join(report[max(0,j-3):j+6]))
print('SIZES')
for p in [A/'scratch',A/'code/turn10']:
 print(str(p),sum(f.stat().st_size for f in p.rglob('*') if f.is_file())/1e9)
import json,sys,hashlib,collections
from pathlib import Path
[... 35 lines cut ...]
139:        self.f = safe_open(os.path.join(model_dir, "model.safetensors"), framework="pt", device=str(self.dev))
253:        out = torch.empty(n, nh * hd, dtype=BF if self.mirror else torch.float32, device=q.device)
262:            i = torch.arange(s, e, device=q.device)[:, None]
263:            j = torch.arange(lo, e, device=q.device)[None, :]
293:        ids = torch.as_tensor(ids, dtype=torch.long, device=self.dev)
296:        cap_pos_t = torch.as_tensor(out_pos if cap_pos is None else list(cap_pos), dtype=torch.long, device=self.dev)

**Refining experimental design and scripts**

 succeeded in 48ms:
apply patch
patch: completed
C:\Users\Owner\wsp31_loop\work\gpt\turn17\setup.py
diff --git a/turn17/setup.py b/turn17/setup.py
new file mode 100644
index 0000000000000000000000000000000000000000..69034433a02924d132128321d24a8c9612255caf
--- /dev/null
+++ b/turn17/setup.py
@@ -0,0 +1,44 @@
+import json,hashlib,shutil,time
+from pathlib import Path
+R=Path('/home/keith/gemma-v2'); A=R/'wsp31/authors/gpt'; C=A/'code/turn17'; S=A/'scratch/turn17'
+C.mkdir(exist_ok=True); S.mkdir(exist_ok=True)
+if not (C/'previous_notes.md').exists():shutil.copy2(A/'NOTES.md',C/'previous_notes.md')
+if not (C/'tools').exists():shutil.copytree(R/'wsp31/tools',C/'tools',ignore=shutil.ignore_patterns('__pycache__','data','logs'))
+(C/'tools/data').mkdir(exist_ok=True)
+shutil.copy2(R/'wsp31/tools/data/fro_norms.json',C/'tools/data/fro_norms.json')
+sets=R/'wsp31/queue/sets'; allow=set((sets/'stage1_ids.txt').read_text().split()); deny=set().union(*[set(p.read_text().split()) for p in sets.glob('stage2_ids*.txt')])
+old=[json.loads(l) for l in (A/'code/turn13/replay_calls.jsonl').open()]
[... 26 lines cut ...]
+  print('PRIOR',p.name,hyp[:350].replace('\n',' '))
+for arm in ['base','e0063']:
+ d=R/f'results/wsp31/batches/b012/{arm}/rebench/shard0_gpu0'
+ rows=[json.loads(l) for l in (d/'task_results.jsonl').open()]; rows=[r for r in rows if r['instance_id'] in allow and r['instance_id'] not in deny]
+ for r in rows:
+  if r['instance_id'] in ['[task]','[task]']:
+   print('TRACE META',arm,{k:v for k,v in r.items() if k in ['instance_id','resolved','tool_calls','patch_chars','trace_path']})
+print('REPLAY',env['replay']);print('SCRATCH_BYTES',sum(p.stat().st_size for p in (A/'scratch').rglob('*') if p.is_file()))

diff --git a/turn17/setup.py b/turn17/setup.py
new file mode 100644
index 0000000000000000000000000000000000000000..69034433a02924d132128321d24a8c9612255caf
--- /dev/null
+++ b/turn17/setup.py
@@ -0,0 +1,44 @@
+import json,hashlib,shutil,time
+from pathlib import Path
+R=Path('/home/keith/gemma-v2'); A=R/'wsp31/authors/gpt'; C=A/'code/turn17'; S=A/'scratch/turn17'
+C.mkdir(exist_ok=True); S.mkdir(exist_ok=True)
+if not (C/'previous_notes.md').exists():shutil.copy2(A/'NOTES.md',C/'previous_notes.md')
+if not (C/'tools').exists():shutil.copytree(R/'wsp31/tools',C/'tools',ignore=shutil.ignore_patterns('__pycache__','data','logs'))
+(C/'tools/data').mkdir(exist_ok=True)
+shutil.copy2(R/'wsp31/tools/data/fro_norms.json',C/'tools/data/fro_norms.json')
+sets=R/'wsp31/queue/sets'; allow=set((sets/'stage1_ids.txt').read_text().split()); deny=set().union(*[set(p.read_text().split()) for p in sets.glob('stage2_ids*.txt')])
+old=[json.loads(l) for l in (A/'code/turn13/replay_calls.jsonl').open()]
+sel=[old[i] for i in [1,2,3,8]]
+assert all(r['instance'] in allow and r['instance'] not in deny for r in sel)
+(C/'replay_calls.jsonl').write_text(''.join(json.dumps(r)+'\n' for r in sel))
+for j,i in enumerate([1,2,3,8]):
[... 141 lines cut ...]
TRACE META base {'instance_id': '[task]', 'patch_chars': 540, 'resolved': True, 'tool_calls': 37, 'trace_path': '/home/keith/gemma-v2/results/wsp31/batches/b012/base/rebench/shard0_gpu0/traces/[task].json'}
TRACE META base {'instance_id': '[task]', 'patch_chars': 2610, 'resolved': True, 'tool_calls': 23, 'trace_path': '/home/keith/gemma-v2/results/wsp31/batches/b012/base/rebench/shard0_gpu0/traces/[task].json'}
TRACE META e0063 {'instance_id': '[task]', 'patch_chars': 0, 'resolved': False, 'tool_calls': 43, 'trace_path': '/home/keith/gemma-v2/results/wsp31/batches/b012/e0063/rebench/shard0_gpu0/traces/[task].json'}
TRACE META e0063 {'instance_id': '[task]', 'patch_chars': 1136, 'resolved': False, 'tool_calls': 15, 'trace_path': '/home/keith/gemma-v2/results/wsp31/batches/b012/e0063/rebench/shard0_gpu0/traces/[task].json'}
[line removed by the dashboard scrubber]
SCRATCH_BYTES 5169523807

**Considering tool copying delays**

 succeeded in 323ms:
        for mod, v in (("gate_proj", gate), ("up_proj", up)):
            if v is not None:
                v = torch.as_tensor(v, dtype=torch.float32)
                self.row_add(l, mod, j, v - self.row(l, mod, j) if mode == "set" else v)
        if down is not None:
            v = torch.as_tensor(down, dtype=torch.float32)
            self.col_add(l, "down_proj", j, v - self.col(l, "down_proj", j) if mode == "set" else v)

    def neuron_scale(self, l, j, gate=1.0, up=1.0, down=1.0):
        """Multiply neuron j's gate row, up row and down column by the given factors (down=0 ablates it)."""
        if gate != 1.0:
            self.row_add(l, "gate_proj", j, (gate - 1.0) * self.row(l, "gate_proj", j))
        if up != 1.0:
            self.row_add(l, "up_proj", j, (up - 1.0) * self.row(l, "up_proj", j))
        if down != 1.0:
            self.col_add(l, "down_proj", j, (down - 1.0) * self.col(l, "down_proj", j))

    def load(self, path, weight=1.0):
        """Add every term of an existing adapter, times weight (to stack a new edit on an earlier one)."""
[... 432 lines cut ...]
+ (out/'build_info.json').write_text(json.dumps(note,indent=2))
+ print('BUILT',out,flush=True)
+if __name__=='__main__':
+ ap=argparse.ArgumentParser();ap.add_argument('op',choices=['fit','build']);ap.add_argument('--base',choices=['unedited','0031'],required=True);ap.add_argument('--out');ap.add_argument('--dose',type=float);a=ap.parse_args()
+ if a.op=='fit':fit(a.base)
+ else:build(a.base,a.out,a.dose)

**Fixing accidental line ending**

 succeeded in 375ms:
#!/bin/bash
set -euo pipefail
A=/home/keith/gemma-v2/wsp31/authors/gpt
PY=/home/keith/gemma-v2/tii-venv/bin/python
export CUDA_VISIBLE_DEVICES=''
export WSP31_WORK=$A/scratch/turn17
export OMP_NUM_THREADS=8
$PY -u "$A/code/turn17/spectral.py" fit --base unedited
for dose in 0.0033 0.01 0.03; do
  $PY -u "$A/code/turn17/spectral.py" build --base unedited --out "$A/scratch/turn17/u$dose" --dose "$dose"+done
"""edits.py: write closed-form weight edits of Gemma 4 31B in Python and pack them as a LoRA adapter (CPU only).

    from edits import EditSet
    e = EditSet()
    e.row_add(30, "gate_proj", 123, delta)        # dW[123, :] += delta      (what neuron 123 of layer 30 reads)
    e.col_add(30, "down_proj", 123, delta)        # dW[:, 123] += delta      (what it writes)
    e.neuron(30, 123, up=vec, down=vec2, mode="set")   # replace the neuron's up row and down column outright
    e.neuron_scale(30, 123, down=0.0)             # ablate the neuron (scale its write by 0)
    e.add(41, "o_proj", U, V)                     # any low-rank term: dW += U @ V, U [out, k], V [k, in]
[... 363 lines cut ...]
+ e.scale(-1)
+ e.save(str(out/'ctrl'),note=note|{'control':True,'control_type':'exact reversed update'})
+ (out/'build_info.json').write_text(json.dumps(note,indent=2))
+ print('BUILT',out,flush=True)
+if __name__=='__main__':
+ ap=argparse.ArgumentParser();ap.add_argument('op',choices=['fit','build']);ap.add_argument('--base',choices=['unedited','0031'],required=True);ap.add_argument('--out');ap.add_argument('--dose',type=float);a=ap.parse_args()
+ if a.op=='fit':fit(a.base)
+ else:build(a.base,a.out,a.dose)

 succeeded in 306ms:
2593519

diff --git a/turn17/build_first.sh b/turn17/build_first.sh
new file mode 100644
index 0000000000000000000000000000000000000000..08993a30ecd64f1e6bf01f5f0e287988a1713b16
--- /dev/null
+++ b/turn17/build_first.sh
@@ -0,0 +1,11 @@
+#!/bin/bash
+set -euo pipefail
+A=/home/keith/gemma-v2/wsp31/authors/gpt
+PY=/home/keith/gemma-v2/tii-venv/bin/python
+export CUDA_VISIBLE_DEVICES=''
+export WSP31_WORK=$A/scratch/turn17
+export OMP_NUM_THREADS=8
+$PY -u "$A/code/turn17/spectral.py" fit --base unedited
+for dose in 0.0033 0.01 0.03; do
+  $PY -u "$A/code/turn17/spectral.py" build --base unedited --out "$A/scratch/turn17/u$dose" --dose "$dose"
+done
[... 105 lines cut ...]
+ print('BUILT',out,flush=True)
+if __name__=='__main__':
+ ap=argparse.ArgumentParser();ap.add_argument('op',choices=['fit','build']);ap.add_argument('--base',choices=['unedited','0031'],required=True);ap.add_argument('--out');ap.add_argument('--dose',type=float);a=ap.parse_args()
+ if a.op=='fit':fit(a.base)
+ else:build(a.base,a.out,a.dose)

**Analyzing test parameter adjustments**
**Planning GPU workload sequencing**

 succeeded in 479ms:
FIT unedited 0 2.9
FIT unedited 5 18.7
"""Greedy single-call continuations of logged stage-1 contexts. No tools execute."""
import argparse,json,sys,time,hashlib,os,statistics,collections
from pathlib import Path
from concurrent.futures import ThreadPoolExecutor
C=Path(__file__).resolve().parent;A=C.parent.parent;S=A/'scratch/turn13';T=C/'tools'
sys.path.insert(0,str(T));import g31,dose,vclient
def panel():
 fit=set(json.loads((C/'selection.json').read_text())['fit'])
 sets=A.parent.parent/'queue/sets';allow=set((sets/'stage1_ids.txt').read_text().split())
 deny=set().union(*[set(p.read_text().split()) for p in sets.glob('stage2_ids*.txt')])
 rs=[]
 for l in Path('/home/keith/gemma-v2/wsp31/tools/data/probe_calls_b001_full.jsonl').open():
  r=json.loads(l)
  if r['instance'] in fit or r['instance'] not in allow or r['instance'] in deny or r['call']<2:continue
  c=r['calls'][-1];comp=c['comp'];s=c['start']
  if 101 not in comp or 48 not in comp or 49 not in comp:continue
  ce=comp.index(101)
[... 534 lines cut ...]
+ e.scale(-1)
+ e.save(str(out/'ctrl'),note=note|{'control':True,'control_type':'exact reversed update'})
+ (out/'build_info.json').write_text(json.dumps(note,indent=2))
+ print('BUILT',out,flush=True)
+if __name__=='__main__':
+ ap=argparse.ArgumentParser();ap.add_argument('op',choices=['fit','build']);ap.add_argument('--base',choices=['unedited','0031'],required=True);ap.add_argument('--out');ap.add_argument('--dose',type=float);a=ap.parse_args()
+ if a.op=='fit':fit(a.base)
+ else:build(a.base,a.out,a.dose)

 succeeded in 325ms:
FIT unedited 5 18.7
FIT unedited 10 38.3
FIT unedited 15 55.1
FIT unedited 20 70.9

diff --git a/turn17/build_first.sh b/turn17/build_first.sh
new file mode 100644
index 0000000000000000000000000000000000000000..08993a30ecd64f1e6bf01f5f0e287988a1713b16
--- /dev/null
+++ b/turn17/build_first.sh
@@ -0,0 +1,11 @@
+#!/bin/bash
+set -euo pipefail
+A=/home/keith/gemma-v2/wsp31/authors/gpt
+PY=/home/keith/gemma-v2/tii-venv/bin/python
+export CUDA_VISIBLE_DEVICES=''
+export WSP31_WORK=$A/scratch/turn17
+export OMP_NUM_THREADS=8
+$PY -u "$A/code/turn17/spectral.py" fit --base unedited
[... 452 lines cut ...]
+  if isinstance(t,dict):
[line removed by the dashboard scrubber]
+  else:msgs=t
+  print('MESSAGE_COUNT',len(msgs))
+  for m in msgs[-8:]:print(json.dumps(m,ensure_ascii=False)[:1800])
+report=(R/'wsp31/interp/REPORT.md').read_text().splitlines()
+for j,l in enumerate(report):
[line removed by the dashboard scrubber]

 succeeded in 356ms:
FAILS base 35 [('[task]', 13, 557), ('Mimino666__langdetect.a1598f1a.lm_rewrite__dk9wx21q', 24, 2253), ('benoitc__gunicorn.bacbf8aa.func_basic__3napqcbj', 45, 1758), ('[task]', 27, 424), ('HIPS__autograd.ac044f0d.lm_rewrite__cetfos0u', 18, 0)]
TRACE base jd__tenacity.0d40e76f.combine_module__jua0momz type dict
[line removed by the dashboard scrubber]
MESSAGE_COUNT 65
[line removed by the dashboard scrubber]
[line removed by the dashboard scrubber]
{"step_id": 60, "source": "agent", "message": "Yes, `self.next_action` exists in `RetryCallState`.\n\nSo I should update `BaseRetrying.iter` to be consistent with `AsyncRetrying.iter`.\n\n```python\n    def iter(self, retry_state: \"RetryCallState\") -> t.Union[DoAttempt, DoSleep, t.Any]:  # noqa\n        if retry_state.next_action is None:\n            self._begin_iter(retry_state)\n\n        while True:\n            action = self.iter_state.actions.pop(0) if self.iter_state.actions else None\n            if action is None:\n                return None\n            result = action(retry_state)\n            if result is not None:\n                return result\n```\n\nLet's do this.", "model_name": "zero", "tool_calls": [{"tool_call_id": "call_173", "function_name": "edit_file", "arguments": {"filepath": "tenacity/__init__.py", "new_string": "    def iter(self, retry_state: \"RetryCallState\") -> t.Union[DoAttempt, DoSleep, t.Any]:  # noqa\n        if retry_state.next_action is None:\n            self._begin_iter(retry_state)\n\n        while True:\n            action = self.iter_state.actions.pop(0) if self.iter_state.actions else None\n            if action is None:\n                return None\n            result = action(retry_state)\n            if result is not None:\n                return result\n", "old_string": "    def iter(self, retry_state: \"RetryCallState\") -> t.Union[DoAttempt, DoSleep, t.Any]:  # noqa\n        self._begin_iter(retry_state)\n        result = None\n        for action in self.iter_state.actions:\n            result = action(retry_state)\n        return result\n"}, "extra": {"elapsed_s": 1734.8895087242126, "timestamp": 1794697480.9134676, "author": "swe_developer_agent", "model_version": "zero"}}], "observation": {"content": "{\"status\":
[line removed by the dashboard scrubber]
[line removed by the dashboard scrubber]
[line removed by the dashboard scrubber]
[line removed by the dashboard scrubber]
{"step_id": 65, "source": "agent", "message": "The `AsyncRetrying.__aiter__` method was incorrectly returning `None` instead of `self`, causing `async for` loops to fail with a `TypeError`. Additionally, the `iter` method in both `AsyncRetrying` and `BaseRetrying` was not correctly managing the action queue, leading to potential issues with retry state initialization and action execution.\n\nThe fix involves:\n1. Updating `AsyncRetrying.__aiter__` to return `self`.\n2. Refactoring `AsyncRetrying.iter` and `BaseRetrying.iter` to only call `_begin_iter` when `retry_state.next_action` is `None`, and implementing a `while` loop that pops actions from the queue and returns the first non-`None` result.\n3. Ensuring `_add_action_func` uses `append` to maintain the correct order of actions.\n\nThese changes ensure that the retry loop correctly progresses through its states and that the async iterator behaves as expected.", "model_name": "zero", "llm_call_count": 1, "extra": {"event_type": "final", "elapsed_s": 1824.196233034134, "timestamp": 1794697570.220192, "author": "swe_developer_agent"}}
FAILS e0063 48 [('[task]', 10, 557), ('Mimino666__langdetect.a1598f1a.lm_rewrite__dk9wx21q', 26, 648), ('HIPS__autograd.ac044f0d.lm_rewrite__cetfos0u', 31, 0), ('[task]', 35, 0), ('[task]', 41, 1203)]
TRACE e0063 [task] type dict
[line removed by the dashboard scrubber]
MESSAGE_COUNT 47
{"step_id": 40, "source": "agent", "message": "Maybe it's not ca
[... 3893 characters cut ...]

 succeeded in 496ms:
FIT unedited 5 18.7
FIT unedited 10 38.3
FIT unedited 15 55.1
FIT unedited 20 70.9
FIT unedited 25 87.0
  measured for the push or for any queued edit.
[line removed by the dashboard scrubber]
  for probability shifts.
[line removed by the dashboard scrubber]
[line removed by the dashboard scrubber]
[line removed by the dashboard scrubber]
- **Noise to keep in mind.** Three arms with identical weights solved 60, 60 and 65 of 120 in b001.
[line removed by the dashboard scrubber]
  is registered (amendments 3o, 5h, 5i, 5j) and runs at the next free GPU 0 slot after b003 (about 1 PM ET);
  nothing of it has run on a GPU.
- **A counting tool exists and is NOT VALIDATED. Do not rely on its numbers yet.** `wsp31/interp/flipcount.sh`
[line removed by the dashboard scrubber]
  `flock /home/keith/gemma-v2/wsp31/gpu0.lock /home/keith/gemma-v2/wsp31/interp/flipcount.sh ADAPTER_DIR`
  (a GPU 0 hold of its own, no server up; estimated, not measured: about 4 minutes for one adapter and about 2
[... 334 lines cut ...]

**Optimizing resource selection timing**
**Coordinating CPU and GPU scheduling**

I'm figuring out how to manage CPU and GPU start times smartly, balancing waiting periods and early runs to avoid waste. I want to respect the user's timing expectations while optimizing resource use with periodic monitoring and opportunistic GPU requests once builders are ready.
**Estimating GPU usage and edit timing**
**Coordinating CPU and GPU task scheduling**
**Completing CPU tasks**

 succeeded in 430ms:
FIT unedited 5 18.7
FIT unedited 10 38.3
FIT unedited 15 55.1
FIT unedited 20 70.9
FIT unedited 25 87.0
FIT unedited 30 107.7
FIT unedited 35 124.6
FIT unedited 40 139.5
5.8G	/home/keith/gemma-v2/wsp31/authors/gpt/code/turn17
277M	/home/keith/gemma-v2/wsp31/authors/gpt/scratch/turn17

diff --git a/turn17/build_first.sh b/turn17/build_first.sh
new file mode 100644
index 0000000000000000000000000000000000000000..08993a30ecd64f1e6bf01f5f0e287988a1713b16
--- /dev/null
+++ b/turn17/build_first.sh
@@ -0,0 +1,11 @@
+#!/bin/bash
+set -euo pipefail
[... 235 lines cut ...]
+  print('MESSAGE_COUNT',len(msgs))
+  for m in msgs[-8:]:print(json.dumps(m,ensure_ascii=False)[:1800])
+report=(R/'wsp31/interp/REPORT.md').read_text().splitlines()
+for j,l in enumerate(report):
[line removed by the dashboard scrubber]

**Reviewing copied tool files**
**Assessing file types and snapshots**

 succeeded in 362ms:
5.3M	/home/keith/gemma-v2/wsp31/authors/gpt/code/turn17/tools/adapters/mk
21M	/home/keith/gemma-v2/wsp31/authors/gpt/code/turn17/tools/adapters/cov
59M	/home/keith/gemma-v2/wsp31/authors/gpt/code/turn17/tools/adapters/pred
60M	/home/keith/gemma-v2/wsp31/authors/gpt/code/turn17/tools/adapters/net
154M	/home/keith/gemma-v2/wsp31/authors/gpt/code/turn17/tools/adapters/spd
203M	/home/keith/gemma-v2/wsp31/authors/gpt/code/turn17/tools/adapters/zero5
234M	/home/keith/gemma-v2/wsp31/authors/gpt/code/turn17/tools/adapters/zero7
236M	/home/keith/gemma-v2/wsp31/authors/gpt/code/turn17/tools/adapters/zero7g
472M	/home/keith/gemma-v2/wsp31/authors/gpt/code/turn17/tools/adapters/rank
4.4G	/home/keith/gemma-v2/wsp31/authors/gpt/code/turn17/tools/adapters/stk
5.8G	/home/keith/gemma-v2/wsp31/authors/gpt/code/turn17/tools
5.8G	/home/keith/gemma-v2/wsp31/authors/gpt/code/turn17/tools/adapters
FIT unedited 10 38.3
FIT unedited 15 55.1
FIT unedited 20 70.9
FIT unedited 25 87.0
FIT unedited 30 107.7
FIT unedited 35 124.6
FIT unedited 40 139.5
[... 509 lines cut ...]
+import shutil,json,hashlib
+from pathlib import Path
+C=Path('/home/keith/gemma-v2/wsp31/authors/gpt/code/turn17').resolve()
+p=C/'tools/adapters';assert p.resolve().is_relative_to(C) and p.is_dir() and not p.is_symlink()
+receipt={'removed_own_new_copy':str(p),'bytes':sum(f.stat().st_size for f in p.rglob('*') if f.is_file()),'reason':'tool example adapters are not builder inputs; only retain code snapshot'}
+shutil.rmtree(p)
+env=json.loads((C/'environment.json').read_text());env['tools']={str(p.relative_to(C/'tools')):hashlib.sha256(p.read_bytes()).hexdigest() for p in (C/'tools').rglob('*') if p.is_file() and '__pycache__' not in str(p)}
+(C/'environment.json').write_text(json.dumps(env,indent=2));(C/'snapshot_trim.json').write_text(json.dumps(receipt,indent=2));print(receipt)

 succeeded in 880ms:
{'removed_own_new_copy': '/home/keith/gemma-v2/wsp31/authors/gpt/code/turn17/tools/adapters', 'bytes': 6191680229, 'reason': 'tool example adapters are not builder inputs; only retain code snapshot'}
FIT unedited 15 55.1
FIT unedited 20 70.9
FIT unedited 25 87.0
FIT unedited 30 107.7
FIT unedited 35 124.6
FIT unedited 40 139.5
FIT unedited 45 155.7
FIT unedited 50 175.7

diff --git a/turn17/build_first.sh b/turn17/build_first.sh
new file mode 100644
index 0000000000000000000000000000000000000000..08993a30ecd64f1e6bf01f5f0e287988a1713b16
--- /dev/null
+++ b/turn17/build_first.sh
@@ -0,0 +1,11 @@
+#!/bin/bash
+set -euo pipefail
+A=/home/keith/gemma-v2/wsp31/authors/gpt
[... 248 lines cut ...]
+p=C/'tools/adapters';assert p.resolve().is_relative_to(C) and p.is_dir() and not p.is_symlink()
+receipt={'removed_own_new_copy':str(p),'bytes':sum(f.stat().st_size for f in p.rglob('*') if f.is_file()),'reason':'tool example adapters are not builder inputs; only retain code snapshot'}
+shutil.rmtree(p)
+env=json.loads((C/'environment.json').read_text());env['tools']={str(p.relative_to(C/'tools')):hashlib.sha256(p.read_bytes()).hexdigest() for p in (C/'tools').rglob('*') if p.is_file() and '__pycache__' not in str(p)}
+(C/'environment.json').write_text(json.dumps(env,indent=2));(C/'snapshot_trim.json').write_text(json.dumps(receipt,indent=2));print(receipt)

**Reviewing IP usage and spectral analysis approach**
**Analyzing spectral covariance and reproducibility**

 exited 1 in 317ms:
FIT unedited 40 139.5
FIT unedited 45 155.7
FIT unedited 50 175.7
FIT unedited 55 192.6
FIT_DONE unedited 203.9 weighted_energy_mean 0.030668687203480285 residual_max 0.11689459532499313
BUILT /home/keith/gemma-v2/wsp31/authors/gpt/scratch/turn17/u0.0033
BUILT /home/keith/gemma-v2/wsp31/authors/gpt/scratch/turn17/u0.01
BUILT /home/keith/gemma-v2/wsp31/authors/gpt/scratch/turn17/u0.03

diff --git a/turn17/build_first.sh b/turn17/build_first.sh
new file mode 100644
index 0000000000000000000000000000000000000000..08993a30ecd64f1e6bf01f5f0e287988a1713b16
--- /dev/null
+++ b/turn17/build_first.sh
@@ -0,0 +1,11 @@
+#!/bin/bash
+set -euo pipefail
+A=/home/keith/gemma-v2/wsp31/authors/gpt
+PY=/home/keith/gemma-v2/tii-venv/bin/python
[... 244 lines cut ...]
+import shutil,json,hashlib
+from pathlib import Path
+C=Path('/home/keith/gemma-v2/wsp31/authors/gpt/code/turn17').resolve()
+p=C/'tools/adapters';assert p.resolve().is_relative_to(C) and p.is_dir() and not p.is_symlink()
+receipt={'removed_own_new_copy':str(p),'bytes':sum(f.stat().st_size for f in p.rglob('*') if f.is_file()),'reason':'tool example adapters are not builder inputs; only retain code snapshot'}
+shutil.rmtree(p)
+env=json.loads((C/'environment.json').read_text());env['tools']={str(p.relative_to(C/'tools')):hashlib.sha256(p.read_bytes()).hexdigest() for p in (C/'tools').rglob('*') if p.is_file() and '__pycache__' not in str(p)}
+(C/'environment.json').write_text(json.dumps(env,indent=2));(C/'snapshot_trim.json').write_text(json.dumps(receipt,indent=2));print(receipt)

 succeeded in 286ms:
2635325

diff --git a/turn17/build_first.sh b/turn17/build_first.sh
new file mode 100644
index 0000000000000000000000000000000000000000..08993a30ecd64f1e6bf01f5f0e287988a1713b16
--- /dev/null
+++ b/turn17/build_first.sh
@@ -0,0 +1,11 @@
+#!/bin/bash
+set -euo pipefail
+A=/home/keith/gemma-v2/wsp31/authors/gpt
+PY=/home/keith/gemma-v2/tii-venv/bin/python
+export CUDA_VISIBLE_DEVICES=''
+export WSP31_WORK=$A/scratch/turn17
+export OMP_NUM_THREADS=8
+$PY -u "$A/code/turn17/spectral.py" fit --base unedited
+for dose in 0.0033 0.01 0.03; do
+  $PY -u "$A/code/turn17/spectral.py" build --base unedited --out "$A/scratch/turn17/u$dose" --dose "$dose"
+done
[... 239 lines cut ...]
+C=Path('/home/keith/gemma-v2/wsp31/authors/gpt/code/turn17').resolve()
+p=C/'tools/adapters';assert p.resolve().is_relative_to(C) and p.is_dir() and not p.is_symlink()
+receipt={'removed_own_new_copy':str(p),'bytes':sum(f.stat().st_size for f in p.rglob('*') if f.is_file()),'reason':'tool example adapters are not builder inputs; only retain code snapshot'}
+shutil.rmtree(p)
+env=json.loads((C/'environment.json').read_text());env['tools']={str(p.relative_to(C/'tools')):hashlib.sha256(p.read_bytes()).hexdigest() for p in (C/'tools').rglob('*') if p.is_file() and '__pycache__' not in str(p)}
+(C/'environment.json').write_text(json.dumps(env,indent=2));(C/'snapshot_trim.json').write_text(json.dumps(receipt,indent=2));print(receipt)

**Planning CPU checks and diagnostics**

 succeeded in 335ms:
"""adapters.py: write and read LoRA adapters for Gemma 4 31B in the format vLLM serves (PEFT layout, bf16 tensors,
lora_alpha = 2 r so that the served weight change is exactly dW = 2 * B @ A per module). Library used by the builders.

A weight edit is given as {(layer, mod): (U [out, k], V [k, in])} meaning dW = U @ V (fp32 or fp64 tensors). save()
stores B = U and A = V / 2, zero-padded to the adapter rank r. Only edited modules are written: vLLM treats absent
modules as unedited. Storage is bf16, so each factor is rounded to 8 significant bits; one-hot columns (e_j) are exact.
"""
import json
import os

import torch

R = "/home/keith/gemma-v2"
MODEL_DIR = f"{R}/models/gemma-4-31b-it-qat-w4a16-ct"
ALL_MODS = ("q_proj", "k_proj", "v_proj", "o_proj", "gate_proj", "up_proj", "down_proj")
TARGET_RE = (r"^model\.language_model\.layers\.\d+\.(self_attn\.(q_proj|k_proj|v_proj|o_proj)"
             r"|mlp\.(gate_proj|up_proj|down_proj))$")


[... 748 lines cut ...]
+import shutil,json,hashlib
+from pathlib import Path
+C=Path('/home/keith/gemma-v2/wsp31/authors/gpt/code/turn17').resolve()
+p=C/'tools/adapters';assert p.resolve().is_relative_to(C) and p.is_dir() and not p.is_symlink()
+receipt={'removed_own_new_copy':str(p),'bytes':sum(f.stat().st_size for f in p.rglob('*') if f.is_file()),'reason':'tool example adapters are not builder inputs; only retain code snapshot'}
+shutil.rmtree(p)
+env=json.loads((C/'environment.json').read_text());env['tools']={str(p.relative_to(C/'tools')):hashlib.sha256(p.read_bytes()).hexdigest() for p in (C/'tools').rglob('*') if p.is_file() and '__pycache__' not in str(p)}
+(C/'environment.json').write_text(json.dumps(env,indent=2));(C/'snapshot_trim.json').write_text(json.dumps(receipt,indent=2));print(receipt)

 succeeded in 349ms:
2644444

diff --git a/turn17/build_first.sh b/turn17/build_first.sh
new file mode 100644
index 0000000000000000000000000000000000000000..08993a30ecd64f1e6bf01f5f0e287988a1713b16
--- /dev/null
+++ b/turn17/build_first.sh
@@ -0,0 +1,11 @@
+#!/bin/bash
+set -euo pipefail
+A=/home/keith/gemma-v2/wsp31/authors/gpt
+PY=/home/keith/gemma-v2/tii-venv/bin/python
+export CUDA_VISIBLE_DEVICES=''
+export WSP31_WORK=$A/scratch/turn17
+export OMP_NUM_THREADS=8
+$PY -u "$A/code/turn17/spectral.py" fit --base unedited
+for dose in 0.0033 0.01 0.03; do
+  $PY -u "$A/code/turn17/spectral.py" build --base unedited --out "$A/scratch/turn17/u$dose" --dose "$dose"
+done
[... 687 lines cut ...]
+import shutil,json,hashlib
+from pathlib import Path
+C=Path('/home/keith/gemma-v2/wsp31/authors/gpt/code/turn17').resolve()
+p=C/'tools/adapters';assert p.resolve().is_relative_to(C) and p.is_dir() and not p.is_symlink()
+receipt={'removed_own_new_copy':str(p),'bytes':sum(f.stat().st_size for f in p.rglob('*') if f.is_file()),'reason':'tool example adapters are not builder inputs; only retain code snapshot'}
+shutil.rmtree(p)
+env=json.loads((C/'environment.json').read_text());env['tools']={str(p.relative_to(C/'tools')):hashlib.sha256(p.read_bytes()).hexdigest() for p in (C/'tools').rglob('*') if p.is_file() and '__pycache__' not in str(p)}
+(C/'environment.json').write_text(json.dumps(env,indent=2));(C/'snapshot_trim.json').write_text(json.dumps(receipt,indent=2));print(receipt)

 succeeded in 318ms:
2647716

diff --git a/turn17/build_first.sh b/turn17/build_first.sh
new file mode 100644
index 0000000000000000000000000000000000000000..08993a30ecd64f1e6bf01f5f0e287988a1713b16
--- /dev/null
+++ b/turn17/build_first.sh
@@ -0,0 +1,11 @@
+#!/bin/bash
+set -euo pipefail
+A=/home/keith/gemma-v2/wsp31/authors/gpt
+PY=/home/keith/gemma-v2/tii-venv/bin/python
+export CUDA_VISIBLE_DEVICES=''
+export WSP31_WORK=$A/scratch/turn17
+export OMP_NUM_THREADS=8
+$PY -u "$A/code/turn17/spectral.py" fit --base unedited
+for dose in 0.0033 0.01 0.03; do
+  $PY -u "$A/code/turn17/spectral.py" build --base unedited --out "$A/scratch/turn17/u$dose" --dose "$dose"
+done
[... 353 lines cut ...]
+env=json.loads((C/'environment.json').read_text());env['tools']={str(p.relative_to(C/'tools')):hashlib.sha256(p.read_bytes()).hexdigest() for p in (C/'tools').rglob('*') if p.is_file() and '__pycache__' not in str(p)}
+(C/'environment.json').write_text(json.dumps(env,indent=2));(C/'snapshot_trim.json').write_text(json.dumps(receipt,indent=2));print(receipt)

[line removed by the dashboard scrubber]
**Evaluating request logs and training effects**

I'm reviewing request logs for errors and successes in specific traces, checking resource usage limits, and analyzing training effects using spectral shrinkage on weight updates to understand model behavior better.
**Reviewing experimental parameters**

 succeeded in 326ms:
PREFLIGHT u0.03 alpha [0.2457053411225216, 0.6390745363545294, 1.5051238371773699] edit {"r": 4, "scale": 2.0, "changed": 120, "of": 420, "net_rel": 0.03, "rel_median": 0.07682, "rel_min": 0.07674, "rel_max": 0.07693, "rel_max_mod": "31.down_proj", "total_rel": 0.07682, "total_fro": 61.87, "stable_rank_median": 1.607, "part_rank_median": 3.402}
  by type {'down_proj': 0.07682, 'o_proj': 0.07682}
  by depth (10-layer bands) [0.07682, 0.07683, 0.07682, 0.07684, 0.07682, 0.07682]
ctrl {"r": 4, "scale": 2.0, "changed": 120, "of": 420, "net_rel": 0.03, "rel_median": 0.07682, "rel_min": 0.07674, "rel_max": 0.07693, "rel_max_mod": "31.down_proj", "total_rel": 0.07682, "total_fro": 61.87, "stable_rank_median": 1.607, "part_rank_median": 3.402}
  by type {'down_proj': 0.07682, 'o_proj': 0.07682}
  by depth (10-layer bands) [0.07682, 0.07683, 0.07682, 0.07684, 0.07682, 0.07682]
ARM u0.03 0 edit 128.3 {"all": {"n": 54, "flips": 37, "dlogp": -5.981246245335098, "kl": 6.127742878333838, "dclose": 2.534943598288077, "base_top_logged": 54, "top_logged": 17}, "thought": {"n": 32, "flips": 17, "dlogp": -4.244909919216298, "kl": 4.4844880170421675, "dclose": 1.0920037031173706, "base_top_logged": 32, "top_logged": 15}, "action": {"n": 17, "flips": 15, "dlogp": -7.514117940383799, "kl": 7.53662569733227, "dclose": 6.4258662953096275, "base_top_logged": 17, "top_logged": 2}, "syntax": {"n": 3, "flips": 3, "dlogp": -12.264825503031412, "kl": 12.264581044514975, "dclose": -1.227065086364746, "base_top_logged": 3, "top_logged": 0}, "close": {"n": 1, "flips": 1, "dlogp": -16.00406837463379, "kl": 15.86651611328125, "dclose": -16.00406837463379, "base_top_logged": 1, "top_logged": 0}, "think": {"n": 1, "flips": 1, "dlogp": -6.611629962921143, "kl": 6.611602783203125, "dclose": 12.388372421264648, "base_top_logged": 1, "top_logged": 0}}
               total        used        free      shared  buff/cache   available
Mem:             183          89           3           0          94          94
Swap:              7           1           6

diff --git a/turn17/build_first.sh b/turn17/build_first.sh
new file mode 100644
index 0000000000000000000000000000000000000000..08993a30ecd64f1e6bf01f5f0e287988a1713b16
--- /dev/null
+++ b/turn17/build_first.sh
@@ -0,0 +1,11 @@
+#!/bin/bash
+set -euo pipefail
[... 359 lines cut ...]
+p=C/'tools/adapters';assert p.resolve().is_relative_to(C) and p.is_dir() and not p.is_symlink()
+receipt={'removed_own_new_copy':str(p),'bytes':sum(f.stat().st_size for f in p.rglob('*') if f.is_file()),'reason':'tool example adapters are not builder inputs; only retain code snapshot'}
+shutil.rmtree(p)
+env=json.loads((C/'environment.json').read_text());env['tools']={str(p.relative_to(C/'tools')):hashlib.sha256(p.read_bytes()).hexdigest() for p in (C/'tools').rglob('*') if p.is_file() and '__pycache__' not in str(p)}
+(C/'environment.json').write_text(json.dumps(env,indent=2));(C/'snapshot_trim.json').write_text(json.dumps(receipt,indent=2));print(receipt)

**Analyzing model behavior and testing parameters**
**Reviewing pre-registration and control logic**

 succeeded in 386ms:
ARM u0.03 0 edit 128.3 {"all": {"n": 54, "flips": 37, "dlogp": -5.981246245335098, "kl": 6.127742878333838, "dclose": 2.534943598288077, "base_top_logged": 54, "top_logged": 17}, "thought": {"n": 32, "flips": 17, "dlogp": -4.244909919216298, "kl": 4.4844880170421675, "dclose": 1.0920037031173706, "base_top_logged": 32, "top_logged": 15}, "action": {"n": 17, "flips": 15, "dlogp": -7.514117940383799, "kl": 7.53662569733227, "dclose": 6.4258662953096275, "base_top_logged": 17, "top_logged": 2}, "syntax": {"n": 3, "flips": 3, "dlogp": -12.264825503031412, "kl": 12.264581044514975, "dclose": -1.227065086364746, "base_top_logged": 3, "top_logged": 0}, "close": {"n": 1, "flips": 1, "dlogp": -16.00406837463379, "kl": 15.86651611328125, "dclose": -16.00406837463379, "base_top_logged": 1, "top_logged": 0}, "think": {"n": 1, "flips": 1, "dlogp": -6.611629962921143, "kl": 6.611602783203125, "dclose": 12.388372421264648, "base_top_logged": 1, "top_logged": 0}}
{"edit": {"summary": {"r": 4, "scale": 2.0, "changed": 120, "of": 420, "net_rel": 0.003299787832561287, "rel_median": 0.008450202455121921, "rel_min": 0.008439207369787056, "rel_max": 0.008458723241589288, "rel_max_mod": "30.o_proj", "total_rel": 0.008449958985987747, "total_fro": 6.805122294501026, "stable_rank_median": 1.6082338606213522, "part_rank_median": 3.4011287247439497, "by_type": {"down_proj": 0.008450281608669709, "o_proj": 0.008449893410239539}, "by_depth": [0.008450323006782678, 0.008450037379126207, 0.008450789939502625, 0.008446590216230811, 0.008450375154435134, 0.008450548890605314]}, "rows": [{"mod": "0.down_proj", "fro": 0.633964292101075, "rel": 0.008450190551343767, "top_rel": 0.0066403917362247026, "stable_rank": 1.6193681896844512, "part_rank": 3.2940023725238285}, {"mod": "0.o_proj", "fro": 0.617041537301052, "rel": 0.008450455462221588, "top_rel": 0.007120750458213613, "stable_rank": 1.4083438491062257, "part_rank": 2.8869314073356156}, {"mod": "1.down_proj", "fro": 0.6087141220634473, "rel": 0.008449801454932128, "top_rel": 0.006756907116896257, "stable_rank": 1.5638572611807047, "part_rank": 3.364904160322741}, {"mod": "1.o_proj", "fro": 0.6402761479478556, "rel": 0.008453486631739782, "top_rel": 0.006635061941933216, "stable_rank": 1.6232364161422708, "part_rank": 3.388722120694485}, {"mod": "2.down_proj", "fro": 0.6450805384276778, "rel": 0.008450148534634277, "top_rel": 0.007690332936072105, "stable_rank": 1.207364498928202, "part_rank": 2.606397939299861}, {"mod": "2.o_proj", "fro": 0.6255140741980436, "rel": 0.0084487471975096, "top_rel": 0.006571782588462527, "stable_rank": 1.6527922050696195, "part_rank": 3.47545623881949}, {"mod": "3.down_proj", "fro": 0.639598510978503, "rel": 0.00844984820822157, "top_rel": 0.0072346049472001486, "stable_rank": 1.364168989316823, "part_rank": 3.0577663970184212}, {"mod": "3.o_proj", "fro": 0.6212739743237629, "rel": 0.008446772050007613, "top_rel": 0.006292788040800535, "stable_rank": 1.80175336142991, "part_rank": 3.6017215870131984}, {"mod": "4.down_proj", "fro": 0.6356453281466501, "rel": 0.008452556262686995, "top_rel": 0.007856923486366036, "stable_rank": 1.1573669936574262, "part_rank": 2.456234353346123}, {"mod": "4.o_proj", "fro": 0.608577085655615, "rel": 0.008450785111971545, "top_rel": 0.006925683389120018, "stable_rank": 1.4889113812509513, "part_rank": 3.2711344386591517}, {"mod": "5.down_proj", "fro": 0.6031953224893036, "rel": 0.008450655381984236, "top_rel": 0.007142487978789192, "stable_rank": 1.399850790299412, "part_rank": 3.116169869000936}, {"mod": "5.o_proj", "fro": 0.6121937071594843, "rel": 0.008457329722094571, "top_rel": 0.006690245983900237, "stable_rank": 1.5980205250942434, "part_rank": 3.398745301080982}, {"mod": "6.down_proj", "fro": 0.6124978850804543, "rel": 0.008450671739053285, "top_rel": 0.007269872069633578, "stable_rank": 1.3512289060804497, "part_rank": 3.021421308404484}, {"mod": "6.o_proj", "fro": 0.6250097540859281, "rel": 0.00844813362190287, "top_re
[... 42784 characters cut ...]

 succeeded in 2597ms:
MODE_AUDIT 21 {'thought': 0.710915067994664, 'prompt': 0.7334678593171418, 'syntax': 0.6105207433400229}
UTC 2026-11-15 01:06:46
REPLAY u0.03 {'edit': {'all': {'n': 54, 'flips': 37, 'dlogp': -5.981246245335098, 'kl': 6.127742878333838, 'dclose': 2.534943598288077, 'base_top_logged': 54, 'top_logged': 17}, 'syntax': {'n': 3, 'flips': 3, 'dlogp': -12.264825503031412, 'kl': 12.264581044514975, 'dclose': -1.227065086364746, 'base_top_logged': 3, 'top_logged': 0}, 'close': {'n': 1, 'flips': 1, 'dlogp': -16.00406837463379, 'kl': 15.86651611328125, 'dclose': -16.00406837463379, 'base_top_logged': 1, 'top_logged': 0}}, 'ctrl': {'all': {'n': 54, 'flips': 30, 'dlogp': -3.1114025102514358, 'kl': 3.0894319797624594, 'dclose': 19.424440772445113, 'base_top_logged': 54, 'top_logged': 24}, 'syntax': {'n': 3, 'flips': 2, 'dlogp': -3.8659205039342246, 'kl': 3.8655256430308023, 'dclose': 16.15491231282552, 'base_top_logged': 3, 'top_logged': 1}, 'close': {'n': 1, 'flips': 1, 'dlogp': -2.7096638679504395, 'kl': 2.7225747108459473, 'dclose': -2.7096638679504395, 'base_top_logged': 1, 'top_logged': 0}}}
dose_selection.json {
  "rule": "descending dose; both arms must pass KL<0.1, logged delta>-0.1, close delta>=-0.05, no close or syntax flips; first call then all four",
  "scouts": [
    {
      "dose": 0.03,
      "call0_pass": false
    }
  ]
}
gpu_wait_started.json {"start": 1794704661.6789594, "cutoff": 1794707725.0, "pid": 2644444}
LOG replay_first.log []
LOG preflight.log []
LOG gpu.log []
SCRATCH_GB 5.29

diff --git a/turn17/build_first.sh b/turn17/build_first.sh
[... 846 lines cut ...]
+import shutil,json,hashlib
+from pathlib import Path
+C=Path('/home/keith/gemma-v2/wsp31/authors/gpt/code/turn17').resolve()
+p=C/'tools/adapters';assert p.resolve().is_relative_to(C) and p.is_dir() and not p.is_symlink()
+receipt={'removed_own_new_copy':str(p),'bytes':sum(f.stat().st_size for f in p.rglob('*') if f.is_file()),'reason':'tool example adapters are not builder inputs; only retain code snapshot'}
+shutil.rmtree(p)
+env=json.loads((C/'environment.json').read_text());env['tools']={str(p.relative_to(C/'tools')):hashlib.sha256(p.read_bytes()).hexdigest() for p in (C/'tools').rglob('*') if p.is_file() and '__pycache__' not in str(p)}
+(C/'environment.json').write_text(json.dumps(env,indent=2));(C/'snapshot_trim.json').write_text(json.dumps(receipt,indent=2));print(receipt)

 succeeded in 2070ms:
MODE_AUDIT 20 {'thought': 0.7101656812683788, 'prompt': 0.7330810828980979, 'syntax': 0.6110493116780148}

diff --git a/turn17/build_first.sh b/turn17/build_first.sh
new file mode 100644
index 0000000000000000000000000000000000000000..08993a30ecd64f1e6bf01f5f0e287988a1713b16
--- /dev/null
+++ b/turn17/build_first.sh
@@ -0,0 +1,11 @@
+#!/bin/bash
+set -euo pipefail
+A=/home/keith/gemma-v2/wsp31/authors/gpt
+PY=/home/keith/gemma-v2/tii-venv/bin/python
+export CUDA_VISIBLE_DEVICES=''
+export WSP31_WORK=$A/scratch/turn17
+export OMP_NUM_THREADS=8
+$PY -u "$A/code/turn17/spectral.py" fit --base unedited
+for dose in 0.0033 0.01 0.03; do
+  $PY -u "$A/code/turn17/spectral.py" build --base unedited --out "$A/scratch/turn17/u$dose" --dose "$dose"
+done
[... 401 lines cut ...]
+C=Path('/home/keith/gemma-v2/wsp31/authors/gpt/code/turn17').resolve()
+p=C/'tools/adapters';assert p.resolve().is_relative_to(C) and p.is_dir() and not p.is_symlink()
+receipt={'removed_own_new_copy':str(p),'bytes':sum(f.stat().st_size for f in p.rglob('*') if f.is_file()),'reason':'tool example adapters are not builder inputs; only retain code snapshot'}
+shutil.rmtree(p)
+env=json.loads((C/'environment.json').read_text());env['tools']={str(p.relative_to(C/'tools')):hashlib.sha256(p.read_bytes()).hexdigest() for p in (C/'tools').rglob('*') if p.is_file() and '__pycache__' not in str(p)}
+(C/'environment.json').write_text(json.dumps(env,indent=2));(C/'snapshot_trim.json').write_text(json.dumps(receipt,indent=2));print(receipt)

**Analyzing computation and caching details**

 succeeded in 413ms:
UTC 2026-11-15 01:07:44
REPLAY u0.03 {'edit': {'all': {'n': 54, 'flips': 37, 'dlogp': -5.981246245335098, 'kl': 6.127742878333838, 'dclose': 2.534943598288077, 'base_top_logged': 54, 'top_logged': 17}, 'syntax': {'n': 3, 'flips': 3, 'dlogp': -12.264825503031412, 'kl': 12.264581044514975, 'dclose': -1.227065086364746, 'base_top_logged': 3, 'top_logged': 0}, 'close': {'n': 1, 'flips': 1, 'dlogp': -16.00406837463379, 'kl': 15.86651611328125, 'dclose': -16.00406837463379, 'base_top_logged': 1, 'top_logged': 0}}, 'ctrl': {'all': {'n': 54, 'flips': 30, 'dlogp': -3.1114025102514358, 'kl': 3.0894319797624594, 'dclose': 19.424440772445113, 'base_top_logged': 54, 'top_logged': 24}, 'syntax': {'n': 3, 'flips': 2, 'dlogp': -3.8659205039342246, 'kl': 3.8655256430308023, 'dclose': 16.15491231282552, 'base_top_logged': 3, 'top_logged': 1}, 'close': {'n': 1, 'flips': 1, 'dlogp': -2.7096638679504395, 'kl': 2.7225747108459473, 'dclose': -2.7096638679504395, 'base_top_logged': 1, 'top_logged': 0}}}
dose_selection.json {
  "rule": "descending dose; both arms must pass KL<0.1, logged delta>-0.1, close delta>=-0.05, no close or syntax flips; first call then all four",
  "scouts": [
    {
      "dose": 0.03,
      "call0_pass": false
    }
  ]
}
gpu_wait_started.json {"start": 1794704661.6789594, "cutoff": 1794707725.0, "pid": 2644444}
LOG replay_first.log []
LOG preflight.log []
LOG gpu.log []
SCRATCH_GB 5.29

diff --git a/turn17/build_first.sh b/turn17/build_first.sh
new file mode 100644
[... 416 lines cut ...]
+C=Path('/home/keith/gemma-v2/wsp31/authors/gpt/code/turn17').resolve()
+p=C/'tools/adapters';assert p.resolve().is_relative_to(C) and p.is_dir() and not p.is_symlink()
+receipt={'removed_own_new_copy':str(p),'bytes':sum(f.stat().st_size for f in p.rglob('*') if f.is_file()),'reason':'tool example adapters are not builder inputs; only retain code snapshot'}
+shutil.rmtree(p)
+env=json.loads((C/'environment.json').read_text());env['tools']={str(p.relative_to(C/'tools')):hashlib.sha256(p.read_bytes()).hexdigest() for p in (C/'tools').rglob('*') if p.is_file() and '__pycache__' not in str(p)}
+(C/'environment.json').write_text(json.dumps(env,indent=2));(C/'snapshot_trim.json').write_text(json.dumps(receipt,indent=2));print(receipt)

[line removed by the dashboard scrubber]

 succeeded in 410ms:
NOTES_WORDS 363

diff --git a/turn17/build_first.sh b/turn17/build_first.sh
new file mode 100644
index 0000000000000000000000000000000000000000..08993a30ecd64f1e6bf01f5f0e287988a1713b16
--- /dev/null
+++ b/turn17/build_first.sh
@@ -0,0 +1,11 @@
+#!/bin/bash
+set -euo pipefail
+A=/home/keith/gemma-v2/wsp31/authors/gpt
+PY=/home/keith/gemma-v2/tii-venv/bin/python
+export CUDA_VISIBLE_DEVICES=''
+export WSP31_WORK=$A/scratch/turn17
+export OMP_NUM_THREADS=8
+$PY -u "$A/code/turn17/spectral.py" fit --base unedited
+for dose in 0.0033 0.01 0.03; do
+  $PY -u "$A/code/turn17/spectral.py" build --base unedited --out "$A/scratch/turn17/u$dose" --dose "$dose"
+done
[... 440 lines cut ...]
+assert len(text.split())<600,len(text.split());(A/'NOTES.md').write_text(text)
+print('NOTES_WORDS',len(text.split()))

**Finalizing record preparation**

I'm creating a function to write records only when all conditions like queue counts and GPU status confirm readiness, ensuring no premature writes and careful handling of queued entries and deduplication before finalizing.
**Defining record base lines**
**Interpreting prediction intervals**

 succeeded in 521ms:
UTC 2026-11-15 01:08:50
REPLAY u0.01 {'edit': {'all': {'n': 54, 'flips': 3, 'dlogp': -0.1237451882835435, 'kl': 0.17477625767550012, 'dclose': -4.623406104191586, 'base_top_logged': 54, 'top_logged': 51}, 'syntax': {'n': 3, 'flips': 1, 'dlogp': -1.3805581725937373, 'kl': 1.3801448936640857, 'dclose': -4.27639102935791, 'base_top_logged': 3, 'top_logged': 2}, 'close': {'n': 1, 'flips': 0, 'dlogp': -0.12419240176677704, 'kl': 0.10099262744188309, 'dclose': -0.12419240176677704, 'base_top_logged': 1, 'top_logged': 1}}}
REPLAY u0.03 {'edit': {'all': {'n': 54, 'flips': 37, 'dlogp': -5.981246245335098, 'kl': 6.127742878333838, 'dclose': 2.534943598288077, 'base_top_logged': 54, 'top_logged': 17}, 'syntax': {'n': 3, 'flips': 3, 'dlogp': -12.264825503031412, 'kl': 12.264581044514975, 'dclose': -1.227065086364746, 'base_top_logged': 3, 'top_logged': 0}, 'close': {'n': 1, 'flips': 1, 'dlogp': -16.00406837463379, 'kl': 15.86651611328125, 'dclose': -16.00406837463379, 'base_top_logged': 1, 'top_logged': 0}}, 'ctrl': {'all': {'n': 54, 'flips': 30, 'dlogp': -3.1114025102514358, 'kl': 3.0894319797624594, 'dclose': 19.424440772445113, 'base_top_logged': 54, 'top_logged': 24}, 'syntax': {'n': 3, 'flips': 2, 'dlogp': -3.8659205039342246, 'kl': 3.8655256430308023, 'dclose': 16.15491231282552, 'base_top_logged': 3, 'top_logged': 1}, 'close': {'n': 1, 'flips': 1, 'dlogp': -2.7096638679504395, 'kl': 2.7225747108459473, 'dclose': -2.7096638679504395, 'base_top_logged': 1, 'top_logged': 0}}}
dose_selection.json {
  "rule": "descending dose; both arms must pass KL<0.1, logged delta>-0.1, close delta>=-0.05, no close or syntax flips; first call then all four",
  "scouts": [
    {
      "dose": 0.03,
      "call0_pass": false
    }
  ]
}
gpu_wait_started.json {"start": 1794704661.6789594, "cutoff": 1794707725.0, "pid": 2644444}
LOG replay_first.log []
LOG preflight.log []
LOG gpu.log []
SCRATCH_GB 5.29

diff --git a/turn17/build_first.sh b/turn17/build_first.sh
[... 1057 lines cut ...]
[line removed by the dashboard scrubber]
+
+Dose search: {json.dumps(selection)}. 3% first-call edit broke syntax and close (37/54 flips, KL 6.13); reverse also broke (30/54, KL 3.09). It is not queued. Larger dose can invert a selected mode (max alpha 1.505). CPU replay uses exact prefixes on four reused stage1 development calls, mirror=True; edited CPU backend NOT VERIFIED against serving. Never claim these checks predict solve rate.
+
+{gpu} Free-generated syntax and long-thought behavior are missing unless generation.json proves otherwise. Keep all code/turn17 inputs and receipts; scratch remains below 10 GB. Remaining: finish selected replay, checks, reproducibility, record and READY; then consider the second base. Full preflight receipts and official size reports are under each scratch candidate.
+'''
+assert len(text.split())<600,len(text.split());(A/'NOTES.md').write_text(text)
+print('NOTES_WORDS',len(text.split()))

 succeeded in 525ms:
diff --git a/turn17/build_first.sh b/turn17/build_first.sh
new file mode 100644
index 0000000000000000000000000000000000000000..08993a30ecd64f1e6bf01f5f0e287988a1713b16
--- /dev/null
+++ b/turn17/build_first.sh
@@ -0,0 +1,11 @@
+#!/bin/bash
+set -euo pipefail
+A=/home/keith/gemma-v2/wsp31/authors/gpt
+PY=/home/keith/gemma-v2/tii-venv/bin/python
+export CUDA_VISIBLE_DEVICES=''
+export WSP31_WORK=$A/scratch/turn17
+export OMP_NUM_THREADS=8
+$PY -u "$A/code/turn17/spectral.py" fit --base unedited
+for dose in 0.0033 0.01 0.03; do
+  $PY -u "$A/code/turn17/spectral.py" build --base unedited --out "$A/scratch/turn17/u$dose" --dose "$dose"
+done
diff --git a/turn17/finalize.py b/turn17/finalize.py
new file mode 100644
[... 1171 lines cut ...]
[line removed by the dashboard scrubber]
+
+Dose search: {json.dumps(selection)}. 3% first-call edit broke syntax and close (37/54 flips, KL 6.13); reverse also broke (30/54, KL 3.09). It is not queued. Larger dose can invert a selected mode (max alpha 1.505). CPU replay uses exact prefixes on four reused stage1 development calls, mirror=True; edited CPU backend NOT VERIFIED against serving. Never claim these checks predict solve rate.
+
+{gpu} Free-generated syntax and long-thought behavior are missing unless generation.json proves otherwise. Keep all code/turn17 inputs and receipts; scratch remains below 10 GB. Remaining: finish selected replay, checks, reproducibility, record and READY; then consider the second base. Full preflight receipts and official size reports are under each scratch candidate.
+'''
+assert len(text.split())<600,len(text.split());(A/'NOTES.md').write_text(text)
+print('NOTES_WORDS',len(text.split()))

 succeeded in 382ms:
UTC 2026-11-15 01:11:33
REPLAY u0.01 {'edit': {'all': {'n': 54, 'flips': 3, 'dlogp': -0.1237451882835435, 'kl': 0.17477625767550012, 'dclose': -4.623406104191586, 'base_top_logged': 54, 'top_logged': 51}, 'syntax': {'n': 3, 'flips': 1, 'dlogp': -1.3805581725937373, 'kl': 1.3801448936640857, 'dclose': -4.27639102935791, 'base_top_logged': 3, 'top_logged': 2}, 'close': {'n': 1, 'flips': 0, 'dlogp': -0.12419240176677704, 'kl': 0.10099262744188309, 'dclose': -0.12419240176677704, 'base_top_logged': 1, 'top_logged': 1}}, 'ctrl': {'all': {'n': 54, 'flips': 2, 'dlogp': -0.07081581902590207, 'kl': 0.08040385269421145, 'dclose': 6.806028560355857, 'base_top_logged': 54, 'top_logged': 52}, 'syntax': {'n': 3, 'flips': 0, 'dlogp': -0.00013900701014790684, 'kl': 0.000255629851987275, 'dclose': 6.012881596883138, 'base_top_logged': 3, 'top_logged': 3}, 'close': {'n': 1, 'flips': 1, 'dlogp': -1.3318147659301758, 'kl': 1.281618595123291, 'dclose': -1.3318147659301758, 'base_top_logged': 1, 'top_logged': 0}}}
REPLAY u0.03 {'edit': {'all': {'n': 54, 'flips': 37, 'dlogp': -5.981246245335098, 'kl': 6.127742878333838, 'dclose': 2.534943598288077, 'base_top_logged': 54, 'top_logged': 17}, 'syntax': {'n': 3, 'flips': 3, 'dlogp': -12.264825503031412, 'kl': 12.264581044514975, 'dclose': -1.227065086364746, 'base_top_logged': 3, 'top_logged': 0}, 'close': {'n': 1, 'flips': 1, 'dlogp': -16.00406837463379, 'kl': 15.86651611328125, 'dclose': -16.00406837463379, 'base_top_logged': 1, 'top_logged': 0}}, 'ctrl': {'all': {'n': 54, 'flips': 30, 'dlogp': -3.1114025102514358, 'kl': 3.0894319797624594, 'dclose': 19.424440772445113, 'base_top_logged': 54, 'top_logged': 24}, 'syntax': {'n': 3, 'flips': 2, 'dlogp': -3.8659205039342246, 'kl': 3.8655256430308023, 'dclose': 16.15491231282552, 'base_top_logged': 3, 'top_logged': 1}, 'close': {'n': 1, 'flips': 1, 'dlogp': -2.7096638679504395, 'kl': 2.7225747108459473, 'dclose': -2.7096638679504395, 'base_top_logged': 1, 'top_logged': 0}}}
dose_selection.json {
  "rule": "descending dose; both arms must pass KL<0.1, logged delta>-0.1, close delta>=-0.05, no close or syntax flips; first call then all four",
  "scouts": [
    {
      "dose": 0.03,
      "call0_pass": false
    },
    {
      "dose": 0.01,
      "call0_pass": false
    }
  ]
}
gpu_wait_started.json {"start": 1794704661.6789594, "cutoff": 1794707725.0, "pid": 2644444}
LOG replay_first.log []
LOG preflight.log []
[... 1196 lines cut ...]
[line removed by the dashboard scrubber]
+
+Dose search: {json.dumps(selection)}. 3% first-call edit broke syntax and close (37/54 flips, KL 6.13); reverse also broke (30/54, KL 3.09). It is not queued. Larger dose can invert a selected mode (max alpha 1.505). CPU replay uses exact prefixes on four reused stage1 development calls, mirror=True; edited CPU backend NOT VERIFIED against serving. Never claim these checks predict solve rate.
+
+{gpu} Free-generated syntax and long-thought behavior are missing unless generation.json proves otherwise. Keep all code/turn17 inputs and receipts; scratch remains below 10 GB. Remaining: finish selected replay, checks, reproducibility, record and READY; then consider the second base. Full preflight receipts and official size reports are under each scratch candidate.
+'''
+assert len(text.split())<600,len(text.split());(A/'NOTES.md').write_text(text)
+print('NOTES_WORDS',len(text.split()))

 succeeded in 471ms:
UTC 2026-11-15 01:12:30
REPLAY u0.0033 {'edit': {'all': {'n': 54, 'flips': 0, 'dlogp': 0.002827136957029334, 'kl': 0.012851884802293148, 'dclose': -2.151361233330573, 'base_top_logged': 54, 'top_logged': 54}, 'syntax': {'n': 3, 'flips': 0, 'dlogp': -0.0010381795776766012, 'kl': 0.0009298650236170639, 'dclose': -2.1468709309895835, 'base_top_logged': 3, 'top_logged': 3}, 'close': {'n': 1, 'flips': 0, 'dlogp': -0.006930691190063953, 'kl': 0.0018512771930545568, 'dclose': -0.006930691190063953, 'base_top_logged': 1, 'top_logged': 1}}}
REPLAY u0.01 {'edit': {'all': {'n': 54, 'flips': 3, 'dlogp': -0.1237451882835435, 'kl': 0.17477625767550012, 'dclose': -4.623406104191586, 'base_top_logged': 54, 'top_logged': 51}, 'syntax': {'n': 3, 'flips': 1, 'dlogp': -1.3805581725937373, 'kl': 1.3801448936640857, 'dclose': -4.27639102935791, 'base_top_logged': 3, 'top_logged': 2}, 'close': {'n': 1, 'flips': 0, 'dlogp': -0.12419240176677704, 'kl': 0.10099262744188309, 'dclose': -0.12419240176677704, 'base_top_logged': 1, 'top_logged': 1}}, 'ctrl': {'all': {'n': 54, 'flips': 2, 'dlogp': -0.07081581902590207, 'kl': 0.08040385269421145, 'dclose': 6.806028560355857, 'base_top_logged': 54, 'top_logged': 52}, 'syntax': {'n': 3, 'flips': 0, 'dlogp': -0.00013900701014790684, 'kl': 0.000255629851987275, 'dclose': 6.012881596883138, 'base_top_logged': 3, 'top_logged': 3}, 'close': {'n': 1, 'flips': 1, 'dlogp': -1.3318147659301758, 'kl': 1.281618595123291, 'dclose': -1.3318147659301758, 'base_top_logged': 1, 'top_logged': 0}}}
REPLAY u0.03 {'edit': {'all': {'n': 54, 'flips': 37, 'dlogp': -5.981246245335098, 'kl': 6.127742878333838, 'dclose': 2.534943598288077, 'base_top_logged': 54, 'top_logged': 17}, 'syntax': {'n': 3, 'flips': 3, 'dlogp': -12.264825503031412, 'kl': 12.264581044514975, 'dclose': -1.227065086364746, 'base_top_logged': 3, 'top_logged': 0}, 'close': {'n': 1, 'flips': 1, 'dlogp': -16.00406837463379, 'kl': 15.86651611328125, 'dclose': -16.00406837463379, 'base_top_logged': 1, 'top_logged': 0}}, 'ctrl': {'all': {'n': 54, 'flips': 30, 'dlogp': -3.1114025102514358, 'kl': 3.0894319797624594, 'dclose': 19.424440772445113, 'base_top_logged': 54, 'top_logged': 24}, 'syntax': {'n': 3, 'flips': 2, 'dlogp': -3.8659205039342246, 'kl': 3.8655256430308023, 'dclose': 16.15491231282552, 'base_top_logged': 3, 'top_logged': 1}, 'close': {'n': 1, 'flips': 1, 'dlogp': -2.7096638679504395, 'kl': 2.7225747108459473, 'dclose': -2.7096638679504395, 'base_top_logged': 1, 'top_logged': 0}}}
dose_selection.json {
  "rule": "descending dose; both arms must pass KL<0.1, logged delta>-0.1, close delta>=-0.05, no close or syntax flips; first call then all four",
  "scouts": [
    {
      "dose": 0.03,
      "call0_pass": false
    },
    {
      "dose": 0.01,
      "call0_pass": false
    }
  ]
}
gpu_wait_started.json {"start": 1794704661.6789594, "cutoff": 1794707725.0, "pid": 2644444}
LOG replay_first.log []
[... 599 lines cut ...]
+print('NOTES_WORDS',len(text.split()))

**Analyzing internal prediction signals**
**Reviewing incomplete output fragments**
**Optimizing task orchestration and timing**
**Handling concise responses**
**Analyzing conditional checks and timing**
**Finalizing dynamic execution plan**

 succeeded in 425ms:
UTC 2026-11-15 01:14:02
REPLAY u0.0033 {'edit': {'all': {'n': 54, 'flips': 0, 'dlogp': 0.002827136957029334, 'kl': 0.012851884802293148, 'dclose': -2.151361233330573, 'base_top_logged': 54, 'top_logged': 54}, 'syntax': {'n': 3, 'flips': 0, 'dlogp': -0.0010381795776766012, 'kl': 0.0009298650236170639, 'dclose': -2.1468709309895835, 'base_top_logged': 3, 'top_logged': 3}, 'close': {'n': 1, 'flips': 0, 'dlogp': -0.006930691190063953, 'kl': 0.0018512771930545568, 'dclose': -0.006930691190063953, 'base_top_logged': 1, 'top_logged': 1}}}
REPLAY u0.01 {'edit': {'all': {'n': 54, 'flips': 3, 'dlogp': -0.1237451882835435, 'kl': 0.17477625767550012, 'dclose': -4.623406104191586, 'base_top_logged': 54, 'top_logged': 51}, 'syntax': {'n': 3, 'flips': 1, 'dlogp': -1.3805581725937373, 'kl': 1.3801448936640857, 'dclose': -4.27639102935791, 'base_top_logged': 3, 'top_logged': 2}, 'close': {'n': 1, 'flips': 0, 'dlogp': -0.12419240176677704, 'kl': 0.10099262744188309, 'dclose': -0.12419240176677704, 'base_top_logged': 1, 'top_logged': 1}}, 'ctrl': {'all': {'n': 54, 'flips': 2, 'dlogp': -0.07081581902590207, 'kl': 0.08040385269421145, 'dclose': 6.806028560355857, 'base_top_logged': 54, 'top_logged': 52}, 'syntax': {'n': 3, 'flips': 0, 'dlogp': -0.00013900701014790684, 'kl': 0.000255629851987275, 'dclose': 6.012881596883138, 'base_top_logged': 3, 'top_logged': 3}, 'close': {'n': 1, 'flips': 1, 'dlogp': -1.3318147659301758, 'kl': 1.281618595123291, 'dclose': -1.3318147659301758, 'base_top_logged': 1, 'top_logged': 0}}}
REPLAY u0.03 {'edit': {'all': {'n': 54, 'flips': 37, 'dlogp': -5.981246245335098, 'kl': 6.127742878333838, 'dclose': 2.534943598288077, 'base_top_logged': 54, 'top_logged': 17}, 'syntax': {'n': 3, 'flips': 3, 'dlogp': -12.264825503031412, 'kl': 12.264581044514975, 'dclose': -1.227065086364746, 'base_top_logged': 3, 'top_logged': 0}, 'close': {'n': 1, 'flips': 1, 'dlogp': -16.00406837463379, 'kl': 15.86651611328125, 'dclose': -16.00406837463379, 'base_top_logged': 1, 'top_logged': 0}}, 'ctrl': {'all': {'n': 54, 'flips': 30, 'dlogp': -3.1114025102514358, 'kl': 3.0894319797624594, 'dclose': 19.424440772445113, 'base_top_logged': 54, 'top_logged': 24}, 'syntax': {'n': 3, 'flips': 2, 'dlogp': -3.8659205039342246, 'kl': 3.8655256430308023, 'dclose': 16.15491231282552, 'base_top_logged': 3, 'top_logged': 1}, 'close': {'n': 1, 'flips': 1, 'dlogp': -2.7096638679504395, 'kl': 2.7225747108459473, 'dclose': -2.7096638679504395, 'base_top_logged': 1, 'top_logged': 0}}}
dose_selection.json {
  "rule": "descending dose; both arms must pass KL<0.1, logged delta>-0.1, close delta>=-0.05, no close or syntax flips; first call then all four",
  "scouts": [
    {
      "dose": 0.03,
      "call0_pass": false
    },
    {
      "dose": 0.01,
      "call0_pass": false
    }
  ]
}
gpu_wait_started.json {"start": 1794704661.6789594, "cutoff": 1794707725.0, "pid": 2644444}
LOG replay_first.log []
[... 599 lines cut ...]
+{gpu} Free-generated syntax and long-thought behavior are missing unless generation.json proves otherwise. Keep all code/turn17 inputs and receipts; scratch remains below 10 GB. Remaining: finish selected replay, checks, reproducibility, record and READY; then consider the second base. Full preflight receipts and official size reports are under each scratch candidate.
+'''
+assert len(text.split())<600,len(text.split());(A/'NOTES.md').write_text(text)
+print('NOTES_WORDS',len(text.split()))

**Analyzing timing and control flow**
**Managing task sequencing and resource use**
**Checking GPU resource locks**

 succeeded in 535ms:
ARM u0.0033 0 edit 99.4 {"all": {"n": 54, "flips": 0, "dlogp": 0.002827136957029334, "kl": 0.012851884802293148, "dclose": -2.151361233330573, "base_top_logged": 54, "top_logged": 54}, "thought": {"n": 32, "flips": 0, "dlogp": 0.01019682227660601, "kl": 0.019372748211824525, "dclose": -2.265987142920494, "base_top_logged": 32, "top_logged": 32}, "action": {"n": 17, "flips": 0, "dlogp": -0.009622854218368438, "kl": 0.004084262805433718, "dclose": -1.9795222562902115, "base_top_logged": 17, "top_logged": 17}, "syntax": {"n": 3, "flips": 0, "dlogp": -0.0010381795776766012, "kl": 0.0009298650236170639, "dclose": -2.1468709309895835, "base_top_logged": 3, "top_logged": 3}, "close": {"n": 1, "flips": 0, "dlogp": -0.006930691190063953, "kl": 0.0018512771930545568, "dclose": -0.006930691190063953, "base_top_logged": 1, "top_logged": 1}, "think": {"n": 1, "flips": 0, "dlogp": 8.344635489265784e-07, "kl": 4.965891662322974e-07, "dclose": -3.5624961853027344, "base_top_logged": 1, "top_logged": 1}}

diff --git a/turn17/build_first.sh b/turn17/build_first.sh
new file mode 100644
index 0000000000000000000000000000000000000000..08993a30ecd64f1e6bf01f5f0e287988a1713b16
--- /dev/null
+++ b/turn17/build_first.sh
@@ -0,0 +1,11 @@
+#!/bin/bash
+set -euo pipefail
+A=/home/keith/gemma-v2/wsp31/authors/gpt
+PY=/home/keith/gemma-v2/tii-venv/bin/python
+export CUDA_VISIBLE_DEVICES=''
+export WSP31_WORK=$A/scratch/turn17
+export OMP_NUM_THREADS=8
+$PY -u "$A/code/turn17/spectral.py" fit --base unedited
+for dose in 0.0033 0.01 0.03; do
+  $PY -u "$A/code/turn17/spectral.py" build --base unedited --out "$A/scratch/turn17/u$dose" --dose "$dose"
+done
[... 1181 lines cut ...]
[line removed by the dashboard scrubber]
+
+Dose search: {json.dumps(selection)}. 3% first-call edit broke syntax and close (37/54 flips, KL 6.13); reverse also broke (30/54, KL 3.09). It is not queued. Larger dose can invert a selected mode (max alpha 1.505). CPU replay uses exact prefixes on four reused stage1 development calls, mirror=True; edited CPU backend NOT VERIFIED against serving. Never claim these checks predict solve rate.
+
+{gpu} Free-generated syntax and long-thought behavior are missing unless generation.json proves otherwise. Keep all code/turn17 inputs and receipts; scratch remains below 10 GB. Remaining: finish selected replay, checks, reproducibility, record and READY; then consider the second base. Full preflight receipts and official size reports are under each scratch candidate.
+'''
+assert len(text.split())<600,len(text.split());(A/'NOTES.md').write_text(text)
+print('NOTES_WORDS',len(text.split()))

 succeeded in 414ms:
2635325       12:00 timeout 2700 /home/keith/gemma-v2/tii-venv/bin/python -u /home/keith/gemma-v2/wsp31/authors/gpt/code/turn17/replay.py --select
2644444       10:41 /home/keith/gemma-v2/tii-venv/bin/python -u /home/keith/gemma-v2/wsp31/authors/gpt/code/turn17/gpu_wait.py
ARM u0.0033 0 edit 99.4 {"all": {"n": 54, "flips": 0, "dlogp": 0.002827136957029334, "kl": 0.012851884802293148, "dclose": -2.151361233330573, "base_top_logged": 54, "top_logged": 54}, "thought": {"n": 32, "flips": 0, "dlogp": 0.01019682227660601, "kl": 0.019372748211824525, "dclose": -2.265987142920494, "base_top_logged": 32, "top_logged": 32}, "action": {"n": 17, "flips": 0, "dlogp": -0.009622854218368438, "kl": 0.004084262805433718, "dclose": -1.9795222562902115, "base_top_logged": 17, "top_logged": 17}, "syntax": {"n": 3, "flips": 0, "dlogp": -0.0010381795776766012, "kl": 0.0009298650236170639, "dclose": -2.1468709309895835, "base_top_logged": 3, "top_logged": 3}, "close": {"n": 1, "flips": 0, "dlogp": -0.006930691190063953, "kl": 0.0018512771930545568, "dclose": -0.006930691190063953, "base_top_logged": 1, "top_logged": 1}, "think": {"n": 1, "flips": 0, "dlogp": 8.344635489265784e-07, "kl": 4.965891662322974e-07, "dclose": -3.5624961853027344, "base_top_logged": 1, "top_logged": 1}}
ARM u0.0033 0 ctrl 144.2 {"all": {"n": 54, "flips": 0, "dlogp": -0.0035743871432591615, "kl": 0.00724883203418904, "dclose": 2.324731340131688, "base_top_logged": 54, "top_logged": 54}, "thought": {"n": 32, "flips": 0, "dlogp": -0.008595379386088453, "kl": 0.006178814190269666, "dclose": 2.306162878870964, "base_top_logged": 32, "top_logged": 32}, "action": {"n": 17, "flips": 0, "dlogp": 0.005091379259617668, "kl": 0.011310480935914424, "dclose": 2.3819292853860294, "base_top_logged": 17, "top_logged": 17}, "syntax": {"n": 3, "flips": 0, "dlogp": 1.5136769889068091e-05, "kl": 6.240365178200591e-05, "dclose": 2.489598274230957, "base_top_logged": 3, "top_logged": 3}, "close": {"n": 1, "flips": 0, "dlogp": -0.004562431015074253, "kl": 0.0012489696964621544, "dclose": -0.004562431015074253, "base_top_logged": 1, "top_logged": 1}, "think": {"n": 1, "flips": 0, "dlogp": -1.1920892575290054e-06, "kl": 5.191952254790522e-07, "dclose": 3.78125, "base_top_logged": 1, "top_logged": 1}}

diff --git a/turn17/build_first.sh b/turn17/build_first.sh
new file mode 100644
index 0000000000000000000000000000000000000000..08993a30ecd64f1e6bf01f5f0e287988a1713b16
--- /dev/null
+++ b/turn17/build_first.sh
@@ -0,0 +1,11 @@
+#!/bin/bash
+set -euo pipefail
+A=/home/keith/gemma-v2/wsp31/authors/gpt
+PY=/home/keith/gemma-v2/tii-venv/bin/python
+export CUDA_VISIBLE_DEVICES=''
+export WSP31_WORK=$A/scratch/turn17
+export OMP_NUM_THREADS=8
+$PY -u "$A/code/turn17/spectral.py" fit --base unedited
[... 1208 lines cut ...]
[line removed by the dashboard scrubber]
+
+Dose search: {json.dumps(selection)}. 3% first-call edit broke syntax and close (37/54 flips, KL 6.13); reverse also broke (30/54, KL 3.09). It is not queued. Larger dose can invert a selected mode (max alpha 1.505). CPU replay uses exact prefixes on four reused stage1 development calls, mirror=True; edited CPU backend NOT VERIFIED against serving. Never claim these checks predict solve rate.
+
+{gpu} Free-generated syntax and long-thought behavior are missing unless generation.json proves otherwise. Keep all code/turn17 inputs and receipts; scratch remains below 10 GB. Remaining: finish selected replay, checks, reproducibility, record and READY; then consider the second base. Full preflight receipts and official size reports are under each scratch candidate.
+'''
+assert len(text.split())<600,len(text.split());(A/'NOTES.md').write_text(text)
+print('NOTES_WORDS',len(text.split()))

 succeeded in 309ms:
2740715

diff --git a/turn17/build_first.sh b/turn17/build_first.sh
new file mode 100644
index 0000000000000000000000000000000000000000..08993a30ecd64f1e6bf01f5f0e287988a1713b16
--- /dev/null
+++ b/turn17/build_first.sh
@@ -0,0 +1,11 @@
+#!/bin/bash
+set -euo pipefail
+A=/home/keith/gemma-v2/wsp31/authors/gpt
+PY=/home/keith/gemma-v2/tii-venv/bin/python
+export CUDA_VISIBLE_DEVICES=''
+export WSP31_WORK=$A/scratch/turn17
+export OMP_NUM_THREADS=8
+$PY -u "$A/code/turn17/spectral.py" fit --base unedited
+for dose in 0.0033 0.01 0.03; do
+  $PY -u "$A/code/turn17/spectral.py" build --base unedited --out "$A/scratch/turn17/u$dose" --dose "$dose"
+done
[... 604 lines cut ...]
+assert len(text.split())<600,len(text.split());(A/'NOTES.md').write_text(text)
+print('NOTES_WORDS',len(text.split()))

**Summarizing timing and tool usage**
**Analyzing call index and damping effects**
**Analyzing matrix calibration and fallback protocols**
**Reviewing projector rotation effects**
**Analyzing high-gain signal processing**

 succeeded in 552ms:
PROVENANCE 23.3140971660614 {'config.json': {'sha256': 'b100d85e571c25b688e82919d819253063a1defb0e6cee3b9b1c1fbad99bd0c2', 'bytes': 18711}, 'model.safetensors': {'sha256': '1b9b1d622a93f02c0d33f98e502f233b5d707443af6ddc464ed0bf5498506c20', 'bytes': 23265352448}}
NOTES_WORDS 371

diff --git a/turn17/build_first.sh b/turn17/build_first.sh
new file mode 100644
index 0000000000000000000000000000000000000000..08993a30ecd64f1e6bf01f5f0e287988a1713b16
--- /dev/null
+++ b/turn17/build_first.sh
@@ -0,0 +1,11 @@
+#!/bin/bash
+set -euo pipefail
+A=/home/keith/gemma-v2/wsp31/authors/gpt
+PY=/home/keith/gemma-v2/tii-venv/bin/python
+export CUDA_VISIBLE_DEVICES=''
+export WSP31_WORK=$A/scratch/turn17
+export OMP_NUM_THREADS=8
+$PY -u "$A/code/turn17/spectral.py" fit --base unedited
+for dose in 0.0033 0.01 0.03; do
+  $PY -u "$A/code/turn17/spectral.py" build --base unedited --out "$A/scratch/turn17/u$dose" --dose "$dose"
[... 1223 lines cut ...]
[line removed by the dashboard scrubber]
+
+Dose search: {json.dumps(selection)}. 3% first-call edit broke syntax and close (37/54 flips, KL 6.13); reverse also broke (30/54, KL 3.09). It is not queued. Larger dose can invert a selected mode (max alpha 1.505). CPU replay uses exact prefixes on four reused stage1 development calls, mirror=True; edited CPU backend NOT VERIFIED against serving. Never claim these checks predict solve rate.
+
+{gpu} Free-generated syntax and long-thought behavior are missing unless generation.json proves otherwise. Keep all code/turn17 inputs and receipts; scratch remains below 10 GB. Remaining: finish selected replay, checks, reproducibility, record and READY; then consider the second base. Full preflight receipts and official size reports are under each scratch candidate.
+'''
+assert len(text.split())<600,len(text.split());(A/'NOTES.md').write_text(text)
+print('NOTES_WORDS',len(text.split()))

 succeeded in 521ms:
UTC 2026-11-15 01:17:20
REPLAY u0.0033 {'edit': {'all': {'n': 54, 'flips': 0, 'dlogp': 0.002827136957029334, 'kl': 0.012851884802293148, 'dclose': -2.151361233330573, 'base_top_logged': 54, 'top_logged': 54}, 'syntax': {'n': 3, 'flips': 0, 'dlogp': -0.0010381795776766012, 'kl': 0.0009298650236170639, 'dclose': -2.1468709309895835, 'base_top_logged': 3, 'top_logged': 3}, 'close': {'n': 1, 'flips': 0, 'dlogp': -0.006930691190063953, 'kl': 0.0018512771930545568, 'dclose': -0.006930691190063953, 'base_top_logged': 1, 'top_logged': 1}}, 'ctrl': {'all': {'n': 54, 'flips': 0, 'dlogp': -0.0035743871432591615, 'kl': 0.00724883203418904, 'dclose': 2.324731340131688, 'base_top_logged': 54, 'top_logged': 54}, 'syntax': {'n': 3, 'flips': 0, 'dlogp': 1.5136769889068091e-05, 'kl': 6.240365178200591e-05, 'dclose': 2.489598274230957, 'base_top_logged': 3, 'top_logged': 3}, 'close': {'n': 1, 'flips': 0, 'dlogp': -0.004562431015074253, 'kl': 0.0012489696964621544, 'dclose': -0.004562431015074253, 'base_top_logged': 1, 'top_logged': 1}}}
REPLAY u0.01 {'edit': {'all': {'n': 54, 'flips': 3, 'dlogp': -0.1237451882835435, 'kl': 0.17477625767550012, 'dclose': -4.623406104191586, 'base_top_logged': 54, 'top_logged': 51}, 'syntax': {'n': 3, 'flips': 1, 'dlogp': -1.3805581725937373, 'kl': 1.3801448936640857, 'dclose': -4.27639102935791, 'base_top_logged': 3, 'top_logged': 2}, 'close': {'n': 1, 'flips': 0, 'dlogp': -0.12419240176677704, 'kl': 0.10099262744188309, 'dclose': -0.12419240176677704, 'base_top_logged': 1, 'top_logged': 1}}, 'ctrl': {'all': {'n': 54, 'flips': 2, 'dlogp': -0.07081581902590207, 'kl': 0.08040385269421145, 'dclose': 6.806028560355857, 'base_top_logged': 54, 'top_logged': 52}, 'syntax': {'n': 3, 'flips': 0, 'dlogp': -0.00013900701014790684, 'kl': 0.000255629851987275, 'dclose': 6.012881596883138, 'base_top_logged': 3, 'top_logged': 3}, 'close': {'n': 1, 'flips': 1, 'dlogp': -1.3318147659301758, 'kl': 1.281618595123291, 'dclose': -1.3318147659301758, 'base_top_logged': 1, 'top_logged': 0}}}
REPLAY u0.03 {'edit': {'all': {'n': 54, 'flips': 37, 'dlogp': -5.981246245335098, 'kl': 6.127742878333838, 'dclose': 2.534943598288077, 'base_top_logged': 54, 'top_logged': 17}, 'syntax': {'n': 3, 'flips': 3, 'dlogp': -12.264825503031412, 'kl': 12.264581044514975, 'dclose': -1.227065086364746, 'base_top_logged': 3, 'top_logged': 0}, 'close': {'n': 1, 'flips': 1, 'dlogp': -16.00406837463379, 'kl': 15.86651611328125, 'dclose': -16.00406837463379, 'base_top_logged': 1, 'top_logged': 0}}, 'ctrl': {'all': {'n': 54, 'flips': 30, 'dlogp': -3.1114025102514358, 'kl': 3.0894319797624594, 'dclose': 19.424440772445113, 'base_top_logged': 54, 'top_logged': 24}, 'syntax': {'n': 3, 'flips': 2, 'dlogp': -3.8659205039342246, 'kl': 3.8655256430308023, 'dclose': 16.15491231282552, 'base_top_logged': 3, 'top_logged': 1}, 'close': {'n': 1, 'flips': 1, 'dlogp': -2.7096638679504395, 'kl': 2.7225747108459473, 'dclose': -2.7096638679504395, 'base_top_logged': 1, 'top_logged': 0}}}
dose_selection.json {
  "rule": "descending dose; both arms must pass KL<0.1, logged delta>-0.1, close delta>=-0.05, no close or syntax flips; first call then all four",
  "scouts": [
    {
      "dose": 0.03,
      "call0_pass": false
    },
    {
      "dose": 0.01,
      "call0_pass": false
    },
    {
      "dose": 0.0033,
      "call0_pass": true
    }
[... 1255 lines cut ...]
[line removed by the dashboard scrubber]
+
+Dose search: {json.dumps(selection)}. 3% first-call edit broke syntax and close (37/54 flips, KL 6.13); reverse also broke (30/54, KL 3.09). It is not queued. Larger dose can invert a selected mode (max alpha 1.505). CPU replay uses exact prefixes on four reused stage1 development calls, mirror=True; edited CPU backend NOT VERIFIED against serving. Never claim these checks predict solve rate.
+
+{gpu} Free-generated syntax and long-thought behavior are missing unless generation.json proves otherwise. Keep all code/turn17 inputs and receipts; scratch rema
[... 334 characters cut ...]

 succeeded in 877ms:
diff --git a/turn17/build_first.sh b/turn17/build_first.sh
new file mode 100644
index 0000000000000000000000000000000000000000..08993a30ecd64f1e6bf01f5f0e287988a1713b16
--- /dev/null
+++ b/turn17/build_first.sh
@@ -0,0 +1,11 @@
+#!/bin/bash
+set -euo pipefail
+A=/home/keith/gemma-v2/wsp31/authors/gpt
+PY=/home/keith/gemma-v2/tii-venv/bin/python
+export CUDA_VISIBLE_DEVICES=''
+export WSP31_WORK=$A/scratch/turn17
+export OMP_NUM_THREADS=8
+$PY -u "$A/code/turn17/spectral.py" fit --base unedited
+for dose in 0.0033 0.01 0.03; do
+  $PY -u "$A/code/turn17/spectral.py" build --base unedited --out "$A/scratch/turn17/u$dose" --dose "$dose"
+done
diff --git a/turn17/finalize.py b/turn17/finalize.py
new file mode 100644
[... 601 lines cut ...]
+
+{gpu} Free-generated syntax and long-thought behavior are missing unless generation.json proves otherwise. Keep all code/turn17 inputs and receipts; scratch remains below 10 GB. Remaining: finish selected replay, checks, reproducibility, record and READY; then consider the second base. Full preflight receipts and official size reports are under each scratch candidate.
+'''
+assert len(text.split())<600,len(text.split());(A/'NOTES.md').write_text(text)
+print('NOTES_WORDS',len(text.split()))

**Managing build provenance and execution timeouts**
**Assessing resource and timing constraints**

 succeeded in 410ms:
UTC 2026-11-15 01:18:20
REPLAY u0.0033 {'edit': {'calls': 1, 'n': 54, 'flips': 0, 'kl': 0.01285, 'dlogp': 0.00283, 'syntax_flips': 0, 'close_flips': 0, 'dclose': -0.00693}, 'ctrl': {'calls': 1, 'n': 54, 'flips': 0, 'kl': 0.00725, 'dlogp': -0.00357, 'syntax_flips': 0, 'close_flips': 0, 'dclose': -0.00456}}
REPLAY u0.01 {'edit': {'calls': 1, 'n': 54, 'flips': 3, 'kl': 0.17478, 'dlogp': -0.12375, 'syntax_flips': 1, 'close_flips': 0, 'dclose': -0.12419}, 'ctrl': {'calls': 1, 'n': 54, 'flips': 2, 'kl': 0.0804, 'dlogp': -0.07082, 'syntax_flips': 0, 'close_flips': 1, 'dclose': -1.33181}}
REPLAY u0.03 {'edit': {'calls': 1, 'n': 54, 'flips': 37, 'kl': 6.12774, 'dlogp': -5.98125, 'syntax_flips': 3, 'close_flips': 1, 'dclose': -16.00407}, 'ctrl': {'calls': 1, 'n': 54, 'flips': 30, 'kl': 3.08943, 'dlogp': -3.1114, 'syntax_flips': 2, 'close_flips': 1, 'dclose': -2.70966}}
dose_selection.json {
  "rule": "descending dose; both arms must pass KL<0.1, logged delta>-0.1, close delta>=-0.05, no close or syntax flips; first call then all four",
  "scouts": [
    {
      "dose": 0.03,
      "call0_pass": false
    },
    {
      "dose": 0.01,
      "call0_pass": false
    },
    {
      "dose": 0.0033,
      "call0_pass": true
    }
[... 627 lines cut ...]
+Dose search: {json.dumps(selection)}. 3% first-call edit broke syntax and close (37/54 flips, KL 6.13); reverse also broke (30/54, KL 3.09). It is not queued. Larger dose can invert a selected mode (max alpha 1.505). CPU replay uses exact prefixes on four reused stage1 development calls, mirror=True; edited CPU backend NOT VERIFIED against serving. Never claim these checks predict solve rate.
+
+{gpu} Free-generated syntax and long-thought behavior are missing unless generation.json proves otherwise. Keep all code/turn17 inputs and receipts; scratch remains below 10 GB. Remaining: finish selected replay, checks, reproducibility, record and READY; then consider the second base. Full preflight receipts and official size reports are under each scratch candidate.
+'''
+assert len(text.split())<600,len(text.split());(A/'NOTES.md').write_text(text)
+print('NOTES_WORDS',len(text.split()))

**Analyzing CPU usage with process commands**

 succeeded in 382ms:
2635326 1075 40.1 77306696    15:28 /home/keith/gemma-v2/tii-venv/bin/python -u /home/keith/gemma-v2/wsp31/authors/gpt/code/turn17/replay.py --select
ARM u0.0033 0 ctrl 144.2 {"all": {"n": 54, "flips": 0, "dlogp": -0.0035743871432591615, "kl": 0.00724883203418904, "dclose": 2.324731340131688, "base_top_logged": 54, "top_logged": 54}, "thought": {"n": 32, "flips": 0, "dlogp": -0.008595379386088453, "kl": 0.006178814190269666, "dclose": 2.306162878870964, "base_top_logged": 32, "top_logged": 32}, "action": {"n": 17, "flips": 0, "dlogp": 0.005091379259617668, "kl": 0.011310480935914424, "dclose": 2.3819292853860294, "base_top_logged": 17, "top_logged": 17}, "syntax": {"n": 3, "flips": 0, "dlogp": 1.5136769889068091e-05, "kl": 6.240365178200591e-05, "dclose": 2.489598274230957, "base_top_logged": 3, "top_logged": 3}, "close": {"n": 1, "flips": 0, "dlogp": -0.004562431015074253, "kl": 0.0012489696964621544, "dclose": -0.004562431015074253, "base_top_logged": 1, "top_logged": 1}, "think": {"n": 1, "flips": 0, "dlogp": -1.1920892575290054e-06, "kl": 5.191952254790522e-07, "dclose": 3.78125, "base_top_logged": 1, "top_logged": 1}}
ARM u0.0033 1 edit 221.8 {"all": {"n": 107, "flips": 1, "dlogp": -0.013410665442609594, "kl": 0.015829685663793513, "dclose": -1.8839020426483024, "base_top_logged": 107, "top_logged": 106}, "thought": {"n": 50, "flips": 1, "dlogp": -0.016780202694102683, "kl": 0.025338797419499227, "dclose": -1.6976004791259767, "base_top_logged": 50, "top_logged": 49}, "action": {"n": 47, "flips": 0, "dlogp": -0.012288428118297131, "kl": 0.008856573278787947, "dclose": -2.148591690875114, "base_top_logged": 47, "top_logged": 47}, "syntax": {"n": 6, "flips": 0, "dlogp": -0.0018705999643960543, "kl": 0.001430096476363829, "dclose": -1.7635893821716309, "base_top_logged": 6, "top_logged": 6}, "close": {"n": 2, "flips": 0, "dlogp": -0.003576328803319484, "kl": 0.0009981345938285813, "dclose": -0.003576328803319484, "base_top_logged": 2, "top_logged": 2}, "think": {"n": 2, "flips": 0, "dlogp": 6.556494440701499e-07, "kl": 3.514510353852529e-07, "dclose": -2.562498092651367, "base_top_logged": 2, "top_logged": 2}}

diff --git a/turn17/build_first.sh b/turn17/build_first.sh
new file mode 100644
index 0000000000000000000000000000000000000000..08993a30ecd64f1e6bf01f5f0e287988a1713b16
--- /dev/null
+++ b/turn17/build_first.sh
@@ -0,0 +1,11 @@
+#!/bin/bash
+set -euo pipefail
+A=/home/keith/gemma-v2/wsp31/authors/gpt
+PY=/home/keith/gemma-v2/tii-venv/bin/python
+export CUDA_VISIBLE_DEVICES=''
+export WSP31_WORK=$A/scratch/turn17
+export OMP_NUM_THREADS=8
+$PY -u "$A/code/turn17/spectral.py" fit --base unedited
+for dose in 0.0033 0.01 0.03; do
[... 1238 lines cut ...]
[line removed by the dashboard scrubber]
+
+Dose search: {json.dumps(selection)}. 3% first-call edit broke syntax and close (37/54 flips, KL 6.13); reverse also broke (30/54, KL 3.09). It is not queued. Larger dose can invert a selected mode (max alpha 1.505). CPU replay uses exact prefixes on four reused stage1 development calls, mirror=True; edited CPU backend NOT VERIFIED against serving. Never claim these checks predict solve rate.
+
+{gpu} Free-generated syntax and long-thought behavior are missing unless generation.json proves otherwise. Keep all code/turn17 inputs and receipts; scratch remains below 10 GB. Remaining: finish selected replay, checks, reproducibility, record and READY; then consider the second base. Full preflight receipts and official size reports are under each scratch candidate.
+'''
+assert len(text.split())<600,len(text.split());(A/'NOTES.md').write_text(text)
+print('NOTES_WORDS',len(text.split()))

 succeeded in 2125ms:
usage: finalize.py [-h] --base {unedited,0031} --dose DOSE
                   --slot {first,second} [--draft]

options:
  -h, --help            show this help message and exit
  --base {unedited,0031}
  --dose DOSE
  --slot {first,second}
  --draft

diff --git a/turn17/build_first.sh b/turn17/build_first.sh
new file mode 100644
index 0000000000000000000000000000000000000000..08993a30ecd64f1e6bf01f5f0e287988a1713b16
--- /dev/null
+++ b/turn17/build_first.sh
@@ -0,0 +1,11 @@
+#!/bin/bash
+set -euo pipefail
+A=/home/keith/gemma-v2/wsp31/authors/gpt
[... 614 lines cut ...]
+Dose search: {json.dumps(selection)}. 3% first-call edit broke syntax and close (37/54 flips, KL 6.13); reverse also broke (30/54, KL 3.09). It is not queued. Larger dose can invert a selected mode (max alpha 1.505). CPU replay uses exact prefixes on four reused stage1 development calls, mirror=True; edited CPU backend NOT VERIFIED against serving. Never claim these checks predict solve rate.
+
+{gpu} Free-generated syntax and long-thought behavior are missing unless generation.json proves otherwise. Keep all code/turn17 inputs and receipts; scratch remains below 10 GB. Remaining: finish selected replay, checks, reproducibility, record and READY; then consider the second base. Full preflight receipts and official size reports are under each scratch candidate.
+'''
+assert len(text.split())<600,len(text.split());(A/'NOTES.md').write_text(text)
+print('NOTES_WORDS',len(text.split()))

**Enforcing frequent updates**

 succeeded in 421ms:
UTC 2026-11-15 01:20:25
REPLAY u0.0033 {'edit': {'calls': 2, 'n': 107, 'flips': 1, 'kl': 0.01583, 'dlogp': -0.01341, 'syntax_flips': 0, 'close_flips': 0, 'dclose': -0.00358}, 'ctrl': {'calls': 1, 'n': 54, 'flips': 0, 'kl': 0.00725, 'dlogp': -0.00357, 'syntax_flips': 0, 'close_flips': 0, 'dclose': -0.00456}}
REPLAY u0.01 {'edit': {'calls': 1, 'n': 54, 'flips': 3, 'kl': 0.17478, 'dlogp': -0.12375, 'syntax_flips': 1, 'close_flips': 0, 'dclose': -0.12419}, 'ctrl': {'calls': 1, 'n': 54, 'flips': 2, 'kl': 0.0804, 'dlogp': -0.07082, 'syntax_flips': 0, 'close_flips': 1, 'dclose': -1.33181}}
REPLAY u0.03 {'edit': {'calls': 1, 'n': 54, 'flips': 37, 'kl': 6.12774, 'dlogp': -5.98125, 'syntax_flips': 3, 'close_flips': 1, 'dclose': -16.00407}, 'ctrl': {'calls': 1, 'n': 54, 'flips': 30, 'kl': 3.08943, 'dlogp': -3.1114, 'syntax_flips': 2, 'close_flips': 1, 'dclose': -2.70966}}
dose_selection.json {
  "rule": "descending dose; both arms must pass KL<0.1, logged delta>-0.1, close delta>=-0.05, no close or syntax flips; first call then all four",
  "scouts": [
    {
      "dose": 0.03,
      "call0_pass": false
    },
    {
      "dose": 0.01,
      "call0_pass": false
    },
    {
      "dose": 0.0033,
      "call0_pass": true
    }
[... 1281 lines cut ...]
[line removed by the dashboard scrubber]
+
+Dose search: {json.dumps(selection)}. 3% first-call edit broke syntax and close (37/54 flips, KL 6.13); reverse also broke (30/54, KL 3.09). It is not queued. Larger dose can invert a selected mode (max alpha 1.505). CPU replay uses exact prefixes on four reused stage1 development calls, mirror=True; edited CPU backend NOT VERIFIED against serving. Never claim these checks predict solve rate.
+
+{gpu} Free-generated syntax and long-thought behavior are missing unless generation.json proves otherwise. Keep all code/turn17 inputs and receipts; scratch remains below 10 GB. Remaining: finish selected replay, checks, reproducibility, record and READY; then consider the second base. Full preflight receipts and official size reports are under each scratch candidate.
+'''
+assert len(text.split())<600,len(text.split());(A/'NOTES.md').write_text(text)
+print('NOTES_WORDS',len(text.split()))

 succeeded in 7881ms:
[
  {
    "instance": "rubik__radon.54b88e58.func_basic__8pbqxg0r",
    "call": 8,
    "pos": 3465,
    "kind": "thought",
    "arm": "edit",
    "before": "<|channel>thought\nAh, `[` is a special character in",
    "base": " some",
    "edited": " grep"
  }
]

diff --git a/turn17/build_first.sh b/turn17/build_first.sh
new file mode 100644
index 0000000000000000000000000000000000000000..08993a30ecd64f1e6bf01f5f0e287988a1713b16
--- /dev/null
+++ b/turn17/build_first.sh
@@ -0,0 +1,11 @@
[... 636 lines cut ...]
+
+{gpu} Free-generated syntax and long-thought behavior are missing unless generation.json proves otherwise. Keep all code/turn17 inputs and receipts; scratch remains below 10 GB. Remaining: finish selected replay, checks, reproducibility, record and READY; then consider the second base. Full preflight receipts and official size reports are under each scratch candidate.
+'''
+assert len(text.split())<600,len(text.split());(A/'NOTES.md').write_text(text)
+print('NOTES_WORDS',len(text.split()))

**Analyzing grep pattern issues**
**Tracking update timing**

 succeeded in 430ms:
UTC 2026-11-15 01:22:04
REPLAY u0.0033 {'edit': {'calls': 2, 'n': 107, 'flips': 1, 'kl': 0.01583, 'dlogp': -0.01341, 'syntax_flips': 0, 'close_flips': 0, 'dclose': -0.00358}, 'ctrl': {'calls': 1, 'n': 54, 'flips': 0, 'kl': 0.00725, 'dlogp': -0.00357, 'syntax_flips': 0, 'close_flips': 0, 'dclose': -0.00456}}
REPLAY u0.01 {'edit': {'calls': 1, 'n': 54, 'flips': 3, 'kl': 0.17478, 'dlogp': -0.12375, 'syntax_flips': 1, 'close_flips': 0, 'dclose': -0.12419}, 'ctrl': {'calls': 1, 'n': 54, 'flips': 2, 'kl': 0.0804, 'dlogp': -0.07082, 'syntax_flips': 0, 'close_flips': 1, 'dclose': -1.33181}}
REPLAY u0.03 {'edit': {'calls': 1, 'n': 54, 'flips': 37, 'kl': 6.12774, 'dlogp': -5.98125, 'syntax_flips': 3, 'close_flips': 1, 'dclose': -16.00407}, 'ctrl': {'calls': 1, 'n': 54, 'flips': 30, 'kl': 3.08943, 'dlogp': -3.1114, 'syntax_flips': 2, 'close_flips': 1, 'dclose': -2.70966}}
dose_selection.json {
  "rule": "descending dose; both arms must pass KL<0.1, logged delta>-0.1, close delta>=-0.05, no close or syntax flips; first call then all four",
  "scouts": [
    {
      "dose": 0.03,
      "call0_pass": false
    },
    {
      "dose": 0.01,
      "call0_pass": false
    },
    {
      "dose": 0.0033,
      "call0_pass": true
    }
[... 651 lines cut ...]
+{gpu} Free-generated syntax and long-thought behavior are missing unless generation.json proves otherwise. Keep all code/turn17 inputs and receipts; scratch remains below 10 GB. Remaining: finish selected replay, checks, reproducibility, record and READY; then consider the second base. Full preflight receipts and official size reports are under each scratch candidate.
+'''
+assert len(text.split())<600,len(text.split());(A/'NOTES.md').write_text(text)
+print('NOTES_WORDS',len(text.split()))

**Analyzing CPU and runtime optimizations**
**Clarifying process and runner states**
**Reviewing SSH tool permissions**

 succeeded in 508ms:
UTC 2026-11-15 01:22:52
REPLAY u0.0033 {'edit': {'calls': 2, 'n': 107, 'flips': 1, 'kl': 0.01583, 'dlogp': -0.01341, 'syntax_flips': 0, 'close_flips': 0, 'dclose': -0.00358}, 'ctrl': {'calls': 2, 'n': 107, 'flips': 0, 'kl': 0.00906, 'dlogp': -0.00532, 'syntax_flips': 0, 'close_flips': 0, 'dclose': -0.00524}}
REPLAY u0.01 {'edit': {'calls': 1, 'n': 54, 'flips': 3, 'kl': 0.17478, 'dlogp': -0.12375, 'syntax_flips': 1, 'close_flips': 0, 'dclose': -0.12419}, 'ctrl': {'calls': 1, 'n': 54, 'flips': 2, 'kl': 0.0804, 'dlogp': -0.07082, 'syntax_flips': 0, 'close_flips': 1, 'dclose': -1.33181}}
REPLAY u0.03 {'edit': {'calls': 1, 'n': 54, 'flips': 37, 'kl': 6.12774, 'dlogp': -5.98125, 'syntax_flips': 3, 'close_flips': 1, 'dclose': -16.00407}, 'ctrl': {'calls': 1, 'n': 54, 'flips': 30, 'kl': 3.08943, 'dlogp': -3.1114, 'syntax_flips': 2, 'close_flips': 1, 'dclose': -2.70966}}
dose_selection.json {
  "rule": "descending dose; both arms must pass KL<0.1, logged delta>-0.1, close delta>=-0.05, no close or syntax flips; first call then all four",
  "scouts": [
    {
      "dose": 0.03,
      "call0_pass": false
    },
    {
      "dose": 0.01,
      "call0_pass": false
    },
    {
      "dose": 0.0033,
      "call0_pass": true
    }
[... 656 lines cut ...]
**Reviewing control and audit settings**
**Analyzing model replay and checkpoint integrity**
**Confirming citation and formatting status**
**Analyzing code snapshot cleanup**
**Confirming IP address handling**
**Analyzing stack rank and model serving limits**
**Analyzing baseline and champion evaluation process**
**Finalizing audit code**

 succeeded in 1008ms:
UTC 2026-11-15 01:25:53
REPLAY u0.0033 {'edit': {'calls': 2, 'n': 107, 'flips': 1, 'kl': 0.01583, 'dlogp': -0.01341, 'syntax_flips': 0, 'close_flips': 0, 'dclose': -0.00358}, 'ctrl': {'calls': 2, 'n': 107, 'flips': 0, 'kl': 0.00906, 'dlogp': -0.00532, 'syntax_flips': 0, 'close_flips': 0, 'dclose': -0.00524}}
REPLAY u0.01 {'edit': {'calls': 1, 'n': 54, 'flips': 3, 'kl': 0.17478, 'dlogp': -0.12375, 'syntax_flips': 1, 'close_flips': 0, 'dclose': -0.12419}, 'ctrl': {'calls': 1, 'n': 54, 'flips': 2, 'kl': 0.0804, 'dlogp': -0.07082, 'syntax_flips': 0, 'close_flips': 1, 'dclose': -1.33181}}
REPLAY u0.03 {'edit': {'calls': 1, 'n': 54, 'flips': 37, 'kl': 6.12774, 'dlogp': -5.98125, 'syntax_flips': 3, 'close_flips': 1, 'dclose': -16.00407}, 'ctrl': {'calls': 1, 'n': 54, 'flips': 30, 'kl': 3.08943, 'dlogp': -3.1114, 'syntax_flips': 2, 'close_flips': 1, 'dclose': -2.70966}}
dose_selection.json {
  "rule": "descending dose; both arms must pass KL<0.1, logged delta>-0.1, close delta>=-0.05, no close or syntax flips; first call then all four",
  "scouts": [
    {
      "dose": 0.03,
      "call0_pass": false
    },
    {
      "dose": 0.01,
      "call0_pass": false
    },
    {
      "dose": 0.0033,
      "call0_pass": true
    }
[... 1300 lines cut ...]
[line removed by the dashboard scrubber]
+
+Dose search: {json.dumps(selection)}. 3% first-call edit broke syntax and close (37/54 flips, KL 6.13); reverse also broke (30/54, KL 3.09). It is not queued. Larger dose can invert a selected mode (max alpha 1.505). CPU replay uses exact prefixes on four reused stage1 development calls, mirror=True; edited CPU backend NOT VERIFIED against serving. Never claim these checks predict solve rate.
+
+{gpu} Free-generated syntax and long-thought behavior are missing unless generation.json proves otherwise. Keep all code/turn17 inputs and receipts; scratch remains below 10 GB. Remaining: finish selected replay, checks, reproducibility, record and READY; then consider the second base. Full preflight receipts and official size reports are under each scratch candidate.
+'''
+assert len(text.split())<600,len(text.split());(A/'NOTES.md').write_text(text)
+print('NOTES_WORDS',len(text.split()))

 succeeded in 387ms:
               total        used        free      shared  buff/cache   available
Mem:             183         101          15           0          69          82
Swap:              7           1           6
ARM u0.0033 2 edit 220.0 {"all": {"n": 180, "flips": 5, "dlogp": -0.012920906923032483, "kl": 0.01538380957127116, "dclose": -1.7116242103052275, "base_top_logged": 180, "top_logged": 175}, "thought": {"n": 81, "flips": 5, "dlogp": -0.01941893444019846, "kl": 0.023625780191193938, "dclose": -1.4673114411624861, "base_top_logged": 81, "top_logged": 76}, "action": {"n": 84, "flips": 0, "dlogp": -0.00405041537897468, "kl": 0.008898522539281695, "dclose": -1.9974818797338576, "base_top_logged": 84, "top_logged": 84}, "syntax": {"n": 9, "flips": 0, "dlogp": -0.0012473538978636295, "kl": 0.000990304136292666, "dclose": -1.5715598000420465, "base_top_logged": 9, "top_logged": 9}, "close": {"n": 3, "flips": 0, "dlogp": -0.1337864335703974, "kl": 0.033001754966486864, "dclose": -0.1337864335703974, "base_top_logged": 3, "top_logged": 3}, "think": {"n": 3, "flips": 0, "dlogp": -3.0596213112706514e-06, "kl": 1.21063878092779e-06, "dclose": -2.3020852406819663, "base_top_logged": 3, "top_logged": 3}}

diff --git a/turn17/build_first.sh b/turn17/build_first.sh
new file mode 100644
index 0000000000000000000000000000000000000000..08993a30ecd64f1e6bf01f5f0e287988a1713b16
--- /dev/null
+++ b/turn17/build_first.sh
@@ -0,0 +1,11 @@
+#!/bin/bash
+set -euo pipefail
+A=/home/keith/gemma-v2/wsp31/authors/gpt
+PY=/home/keith/gemma-v2/tii-venv/bin/python
+export CUDA_VISIBLE_DEVICES=''
+export WSP31_WORK=$A/scratch/turn17
+export OMP_NUM_THREADS=8
+$PY -u "$A/code/turn17/spectral.py" fit --base unedited
[... 631 lines cut ...]
+assert len(text.split())<600,len(text.split());(A/'NOTES.md').write_text(text)
+print('NOTES_WORDS',len(text.split()))

**Analyzing control signal issues**
**Analyzing embedding projection adjustments**
**Analyzing protocol and weight preservation**
**Analyzing weight-only mode adjustments**
**Analyzing model update process**

 succeeded in 328ms:
    # ---- base weights (CPU) ---------------------------------------------------------------------------------
    def _file(self):
        if self._f is None:
            if self.model_dir not in _FILES:          # one mapping of the checkpoint per process, shared by all sets
                from safetensors import safe_open
                _FILES[self.model_dir] = safe_open(os.path.join(self.model_dir, "model.safetensors"),
                                                   framework="pt", device="cpu")
            self._f = _FILES[self.model_dir]
        return self._f

    def _src(self, l, mod):
        return "k_proj" if (mod == "v_proj" and not self.arch.geom(l)["has_v"]) else mod

    def W(self, l, mod, cache=True):
        """Dequantised base weight, fp32 [out, in] (on global layers v_proj returns k_proj: K and V share it);
        plus the champion's change when a champion is set (EditSet(champion=...) or set_champion)."""
[line removed by the dashboard scrubber]
[line removed by the dashboard scrubber]
[line removed by the dashboard scrubber]
[... 1486 lines cut ...]
[line removed by the dashboard scrubber]
+
+Dose search: {json.dumps(selection)}. 3% first-call edit broke syntax and close (37/54 flips, KL 6.13); reverse also broke (30/54, KL 3.09). It is not queued. Larger dose can invert a selected mode (max alpha 1.505). CPU replay uses exact prefixes on four reused stage1 development calls, mirror=True; edited CPU backend NOT VERIFIED against serving. Never claim these checks predict solve rate.
+
+{gpu} Free-generated syntax and long-thought behavior are missing unless generation.json proves otherwise. Keep all code/turn17 inputs and receipts; scratch remains below 10 GB. Remaining: finish selected replay, checks, reproducibility, record and READY; then consider the second base. Full preflight receipts and official size reports are under each scratch candidate.
+'''
+assert len(text.split())<600,len(text.split());(A/'NOTES.md').write_text(text)
+print('NOTES_WORDS',len(text.split()))

 succeeded in 436ms:
2917619

diff --git a/turn17/build_first.sh b/turn17/build_first.sh
new file mode 100644
index 0000000000000000000000000000000000000000..08993a30ecd64f1e6bf01f5f0e287988a1713b16
--- /dev/null
+++ b/turn17/build_first.sh
@@ -0,0 +1,11 @@
+#!/bin/bash
+set -euo pipefail
+A=/home/keith/gemma-v2/wsp31/authors/gpt
+PY=/home/keith/gemma-v2/tii-venv/bin/python
+export CUDA_VISIBLE_DEVICES=''
+export WSP31_WORK=$A/scratch/turn17
+export OMP_NUM_THREADS=8
+$PY -u "$A/code/turn17/spectral.py" fit --base unedited
+for dose in 0.0033 0.01 0.03; do
+  $PY -u "$A/code/turn17/spectral.py" build --base unedited --out "$A/scratch/turn17/u$dose" --dose "$dose"
+done
[... 1466 lines cut ...]
[line removed by the dashboard scrubber]
+
+Dose search: {json.dumps(selection)}. 3% first-call edit broke syntax and close (37/54 flips, KL 6.13); reverse also broke (30/54, KL 3.09). It is not queued. Larger dose can invert a selected mode (max alpha 1.505). CPU replay uses exact prefixes on four reused stage1 development calls, mirror=True; edited CPU backend NOT VERIFIED against serving. Never claim these checks predict solve rate.
+
+{gpu} Free-generated syntax and long-thought behavior are missing unless generation.json proves otherwise. Keep all code/turn17 inputs and receipts; scratch remains below 10 GB. Remaining: finish selected replay, checks, reproducibility, record and READY; then consider the second base. Full preflight receipts and official size reports are under each scratch candidate.
+'''
+assert len(text.split())<600,len(text.split());(A/'NOTES.md').write_text(text)
+print('NOTES_WORDS',len(text.split()))

 succeeded in 405ms:
FIT unedited 0 3.8
FIT unedited 5 21.3

diff --git a/turn17/build_first.sh b/turn17/build_first.sh
new file mode 100644
index 0000000000000000000000000000000000000000..08993a30ecd64f1e6bf01f5f0e287988a1713b16
--- /dev/null
+++ b/turn17/build_first.sh
@@ -0,0 +1,11 @@
+#!/bin/bash
+set -euo pipefail
+A=/home/keith/gemma-v2/wsp31/authors/gpt
+PY=/home/keith/gemma-v2/tii-venv/bin/python
+export CUDA_VISIBLE_DEVICES=''
+export WSP31_WORK=$A/scratch/turn17
+export OMP_NUM_THREADS=8
+$PY -u "$A/code/turn17/spectral.py" fit --base unedited
+for dose in 0.0033 0.01 0.03; do
+  $PY -u "$A/code/turn17/spectral.py" build --base unedited --out "$A/scratch/turn17/u$dose" --dose "$dose"
[... 1625 lines cut ...]
[line removed by the dashboard scrubber]
+
+Dose search: {json.dumps(selection)}. 3% first-call edit broke syntax and close (37/54 flips, KL 6.13); reverse also broke (30/54, KL 3.09). It is not queued. Larger dose can invert a selected mode (max alpha 1.505). CPU replay uses exact prefixes on four reused stage1 development calls, mirror=True; edited CPU backend NOT VERIFIED against serving. Never claim these checks predict solve rate.
+
+{gpu} Free-generated syntax and long-thought behavior are missing unless generation.json proves otherwise. Keep all code/turn17 inputs and receipts; scratch remains below 10 GB. Remaining: finish selected replay, checks, reproducibility, record and READY; then consider the second base. Full preflight receipts and official size reports are under each scratch candidate.
+'''
+assert len(text.split())<600,len(text.split());(A/'NOTES.md').write_text(text)
+print('NOTES_WORDS',len(text.split()))

 succeeded in 362ms:
FIT unedited 25 91.8
FIT unedited 30 108.9
FIT unedited 35 126.6
FIT unedited 40 143.2
FIT unedited 45 161.2

diff --git a/turn17/build_first.sh b/turn17/build_first.sh
new file mode 100644
index 0000000000000000000000000000000000000000..08993a30ecd64f1e6bf01f5f0e287988a1713b16
--- /dev/null
+++ b/turn17/build_first.sh
@@ -0,0 +1,11 @@
+#!/bin/bash
+set -euo pipefail
+A=/home/keith/gemma-v2/wsp31/authors/gpt
+PY=/home/keith/gemma-v2/tii-venv/bin/python
+export CUDA_VISIBLE_DEVICES=''
+export WSP31_WORK=$A/scratch/turn17
+export OMP_NUM_THREADS=8
[... 2700 lines cut ...]
[line removed by the dashboard scrubber]
+
+Dose search: {json.dumps(selection)}. 3% first-call edit broke syntax and close (37/54 flips, KL 6.13); reverse also broke (30/54, KL 3.09). It is not queued. Larger dose can invert a selected mode (max alpha 1.505). CPU replay uses exact prefixes on four reused stage1 development calls, mirror=True; edited CPU backend NOT VERIFIED against serving. Never claim these checks predict solve rate.
+
+{gpu} Free-generated syntax and long-thought behavior are missing unless generation.json proves otherwise. Keep all code/turn17 inputs and receipts; scratch remains below 10 GB. Remaining: finish selected replay, checks, reproducibility, record and READY; then consider the second base. Full preflight receipts and official size reports are under each scratch candidate.
+'''
+assert len(text.split())<600,len(text.split());(A/'NOTES.md').write_text(text)
+print('NOTES_WORDS',len(text.split()))

 succeeded in 411ms:
NOTES_WORDS 353
  by depth (10-layer bands) [0.00845, 0.00845, 0.00845, 0.00845, 0.00845, 0.00845]
ctrl {"r": 4, "scale": 2.0, "changed": 120, "of": 420, "net_rel": 0.0033, "rel_median": 0.008451, "rel_min": 0.008449, "rel_max": 0.008453, "rel_max_mod": "28.o_proj", "total_rel": 0.00845, "total_fro": 6.806, "stable_rank_median": 3.275, "part_rank_median": 3.978}
  by type {'down_proj': 0.00845, 'o_proj': 0.00845}
  by depth (10-layer bands) [0.00845, 0.00845, 0.00845, 0.00845, 0.00845, 0.00845]

diff --git a/turn17/build_first.sh b/turn17/build_first.sh
new file mode 100644
index 0000000000000000000000000000000000000000..08993a30ecd64f1e6bf01f5f0e287988a1713b16
--- /dev/null
+++ b/turn17/build_first.sh
@@ -0,0 +1,11 @@
+#!/bin/bash
+set -euo pipefail
+A=/home/keith/gemma-v2/wsp31/authors/gpt
+PY=/home/keith/gemma-v2/tii-venv/bin/python
+export CUDA_VISIBLE_DEVICES=''
+export WSP31_WORK=$A/scratch/turn17
+export OMP_NUM_THREADS=8
[... 906 lines cut ...]
+Dose search: {json.dumps(selection)}. 3% first-call edit broke syntax and close (37/54 flips, KL 6.13); reverse also broke (30/54, KL 3.09). It is not queued. Larger dose can invert a selected mode (max alpha 1.505). CPU replay uses exact prefixes on four reused stage1 development calls, mirror=True; edited CPU backend NOT VERIFIED against serving. Never claim these checks predict solve rate.
+
+{gpu} Free-generated syntax and long-thought behavior are missing unless generation.json proves otherwise. Keep all code/turn17 inputs and receipts; scratch remains below 10 GB. Remaining: finish selected replay, checks, reproducibility, record and READY; then consider the second base. Full preflight receipts and official size reports are under each scratch candidate.
+'''
+assert len(text.split())<600,len(text.split());(A/'NOTES.md').write_text(text)
+print('NOTES_WORDS',len(text.split()))

**Starting replay and audit**

 succeeded in 2503ms:
STORED_PROTECTION 0.00014590697513301883 7.34170887990126e-05
UTC 2026-11-15 01:33:24
REPLAY u0.0033 {'edit': {'calls': 3, 'n': 180, 'flips': 5, 'kl': 0.01538, 'dlogp': -0.01292, 'syntax_flips': 0, 'close_flips': 0, 'dclose': -0.13379}, 'ctrl': {'calls': 3, 'n': 180, 'flips': 5, 'kl': 0.01249, 'dlogp': -0.01132, 'syntax_flips': 0, 'close_flips': 0, 'dclose': -0.02574}}
REPLAY u0.01 {'edit': {'calls': 1, 'n': 54, 'flips': 3, 'kl': 0.17478, 'dlogp': -0.12375, 'syntax_flips': 1, 'close_flips': 0, 'dclose': -0.12419}, 'ctrl': {'calls': 1, 'n': 54, 'flips': 2, 'kl': 0.0804, 'dlogp': -0.07082, 'syntax_flips': 0, 'close_flips': 1, 'dclose': -1.33181}}
REPLAY u0.03 {'edit': {'calls': 1, 'n': 54, 'flips': 37, 'kl': 6.12774, 'dlogp': -5.98125, 'syntax_flips': 3, 'close_flips': 1, 'dclose': -16.00407}, 'ctrl': {'calls': 1, 'n': 54, 'flips': 30, 'kl': 3.08943, 'dlogp': -3.1114, 'syntax_flips': 2, 'close_flips': 1, 'dclose': -2.70966}}
dose_selection.json {
  "rule": "descending dose; both arms must pass KL<0.1, logged delta>-0.1, close delta>=-0.05, no close or syntax flips; first call then all four",
  "scouts": [
    {
      "dose": 0.03,
      "call0_pass": false
    },
    {
      "dose": 0.01,
      "call0_pass": false
    },
    {
      "dose": 0.0033,
      "call0_pass": true
[... 928 lines cut ...]
+Dose search: {json.dumps(selection)}. 3% first-call edit broke syntax and close (37/54 flips, KL 6.13); reverse also broke (30/54, KL 3.09). It is not queued. Larger dose can invert a selected mode (max alpha 1.505). CPU replay uses exact prefixes on four reused stage1 development calls, mirror=True; edited CPU backend NOT VERIFIED against serving. Never claim these checks predict solve rate.
+
+{gpu} Free-generated syntax and long-thought behavior are missing unless generation.json proves otherwise. Keep all code/turn17 inputs and receipts; scratch remains below 10 GB. Remaining: finish selected replay, checks, reproducibility, record and READY; then consider the second base. Full preflight receipts and official size reports are under each scratch candidate.
+'''
+assert len(text.split())<600,len(text.split());(A/'NOTES.md').write_text(text)
+print('NOTES_WORDS',len(text.split()))

**Analyzing model protection metrics**

 succeeded in 377ms:
FIT_DONE unedited 212.9 retained_mean 0.9780757330007119 orth_error 1.8041124150158794e-16
PREFLIGHT p0.0033 alpha [0.04707319854689866, 0.11692276161866494, 0.20350601211445124] edit {"r": 4, "scale": 2.0, "changed": 120, "of": 420, "net_rel": 0.0033, "rel_median": 0.008451, "rel_min": 0.008449, "rel_max": 0.008453, "rel_max_mod": "28.o_proj", "total_rel": 0.00845, "total_fro": 6.806, "stable_rank_median": 3.275, "part_rank_median": 3.978}

diff --git a/turn17/build_first.sh b/turn17/build_first.sh
new file mode 100644
index 0000000000000000000000000000000000000000..08993a30ecd64f1e6bf01f5f0e287988a1713b16
--- /dev/null
+++ b/turn17/build_first.sh
@@ -0,0 +1,11 @@
+#!/bin/bash
+set -euo pipefail
+A=/home/keith/gemma-v2/wsp31/authors/gpt
+PY=/home/keith/gemma-v2/tii-venv/bin/python
+export CUDA_VISIBLE_DEVICES=''
+export WSP31_WORK=$A/scratch/turn17
+export OMP_NUM_THREADS=8
+$PY -u "$A/code/turn17/spectral.py" fit --base unedited
+for dose in 0.0033 0.01 0.03; do
+  $PY -u "$A/code/turn17/spectral.py" build --base unedited --out "$A/scratch/turn17/u$dose" --dose "$dose"
[... 906 lines cut ...]
+'''
+assert len(text.split())<600,len(text.split());(A/'NOTES.md').write_text(text)
+print('NOTES_WORDS',len(text.split()))

**Analyzing mode projection metrics**
**Analyzing model freezing and prediction details**
**Tracking memory and usage notes**
[line removed by the dashboard scrubber]

 succeeded in 423ms:
UTC 2026-11-15 01:35:16
REPLAY u0.0033 {'edit': {'calls': 3, 'n': 180, 'flips': 5, 'kl': 0.01538, 'dlogp': -0.01292, 'syntax_flips': 0, 'close_flips': 0, 'dclose': -0.13379}, 'ctrl': {'calls': 3, 'n': 180, 'flips': 5, 'kl': 0.01249, 'dlogp': -0.01132, 'syntax_flips': 0, 'close_flips': 0, 'dclose': -0.02574}}
REPLAY u0.01 {'edit': {'calls': 1, 'n': 54, 'flips': 3, 'kl': 0.17478, 'dlogp': -0.12375, 'syntax_flips': 1, 'close_flips': 0, 'dclose': -0.12419}, 'ctrl': {'calls': 1, 'n': 54, 'flips': 2, 'kl': 0.0804, 'dlogp': -0.07082, 'syntax_flips': 0, 'close_flips': 1, 'dclose': -1.33181}}
REPLAY u0.03 {'edit': {'calls': 1, 'n': 54, 'flips': 37, 'kl': 6.12774, 'dlogp': -5.98125, 'syntax_flips': 3, 'close_flips': 1, 'dclose': -16.00407}, 'ctrl': {'calls': 1, 'n': 54, 'flips': 30, 'kl': 3.08943, 'dlogp': -3.1114, 'syntax_flips': 2, 'close_flips': 1, 'dclose': -2.70966}}
dose_selection.json {
  "rule": "descending dose; both arms must pass KL<0.1, logged delta>-0.1, close delta>=-0.05, no close or syntax flips; first call then all four",
  "scouts": [
    {
      "dose": 0.03,
      "call0_pass": false
    },
    {
      "dose": 0.01,
      "call0_pass": false
    },
    {
      "dose": 0.0033,
      "call0_pass": true
    }
[... 930 lines cut ...]
+
+{gpu} Free-generated syntax and long-thought behavior are missing unless generation.json proves otherwise. Keep all code/turn17 inputs and receipts; scratch remains below 10 GB. Remaining: finish selected replay, checks, reproducibility, record and READY; then consider the second base. Full preflight receipts and official size reports are under each scratch candidate.
+'''
+assert len(text.split())<600,len(text.split());(A/'NOTES.md').write_text(text)
+print('NOTES_WORDS',len(text.split()))

**Explaining GPU pretest skip**
[line removed by the dashboard scrubber]

 succeeded in 380ms:
NOTES_WORDS 365
GPU_WAIT_EXIT 0
  by depth (10-layer bands) [0.00845, 0.00845, 0.00845, 0.00845, 0.00845, 0.00845]

diff --git a/turn17/build_first.sh b/turn17/build_first.sh
new file mode 100644
index 0000000000000000000000000000000000000000..08993a30ecd64f1e6bf01f5f0e287988a1713b16
--- /dev/null
+++ b/turn17/build_first.sh
@@ -0,0 +1,11 @@
+#!/bin/bash
+set -euo pipefail
+A=/home/keith/gemma-v2/wsp31/authors/gpt
+PY=/home/keith/gemma-v2/tii-venv/bin/python
+export CUDA_VISIBLE_DEVICES=''
+export WSP31_WORK=$A/scratch/turn17
+export OMP_NUM_THREADS=8
+$PY -u "$A/code/turn17/spectral.py" fit --base unedited
+for dose in 0.0033 0.01 0.03; do
[... 1887 lines cut ...]
[line removed by the dashboard scrubber]
+
+Dose search: {json.dumps(selection)}. 3% first-call edit broke syntax and close (37/54 flips, KL 6.13); reverse also broke (30/54, KL 3.09). It is not queued. Larger dose can invert a selected mode (max alpha 1.505). CPU replay uses exact prefixes on four reused stage1 development calls, mirror=True; edited CPU backend NOT VERIFIED against serving. Never claim these checks predict solve rate.
+
+{gpu} Free-generated syntax and long-thought behavior are missing unless generation.json proves otherwise. Keep all code/turn17 inputs and receipts; scratch remains below 10 GB. Remaining: finish selected replay, checks, reproducibility, record and READY; then consider the second base. Full preflight receipts and official size reports are under each scratch candidate.
+'''
+assert len(text.split())<600,len(text.split());(A/'NOTES.md').write_text(text)
+print('NOTES_WORDS',len(text.split()))

 succeeded in 409ms:
  by depth (10-layer bands) [0.00845, 0.00845, 0.00845, 0.00845, 0.00845, 0.00845]
ARM p0.0033 0 edit 202.5 {"all": {"n": 54, "flips": 0, "dlogp": 0.0074966991732565635, "kl": 0.001430957550119633, "dclose": 0.32545802319698314, "base_top_logged": 54, "top_logged": 54}, "thought": {"n": 32, "flips": 0, "dlogp": 0.011980482827345318, "kl": 0.002165743349143767, "dclose": 0.15840357542037964, "base_top_logged": 32, "top_logged": 32}, "action": {"n": 17, "flips": 0, "dlogp": 0.001613045110082697, "kl": 0.0003725001799211804, "dclose": 0.4124583076028263, "base_top_logged": 17, "top_logged": 17}, "syntax": {"n": 3, "flips": 0, "dlogp": -4.409826866928294e-05, "kl": 1.8670169273112453e-05, "dclose": 1.5832894643147786, "base_top_logged": 3, "top_logged": 3}, "close": {"n": 1, "flips": 0, "dlogp": -0.005840783007442951, "kl": 0.001578531926497817, "dclose": -0.005840783007442951, "base_top_logged": 1, "top_logged": 1}, "think": {"n": 1, "flips": 0, "dlogp": -2.384177150815958e-06, "kl": 8.75040882419853e-07, "dclose": 0.75, "base_top_logged": 1, "top_logged": 1}}

diff --git a/turn17/build_first.sh b/turn17/build_first.sh
new file mode 100644
index 0000000000000000000000000000000000000000..08993a30ecd64f1e6bf01f5f0e287988a1713b16
--- /dev/null
+++ b/turn17/build_first.sh
@@ -0,0 +1,11 @@
+#!/bin/bash
+set -euo pipefail
+A=/home/keith/gemma-v2/wsp31/authors/gpt
+PY=/home/keith/gemma-v2/tii-venv/bin/python
+export CUDA_VISIBLE_DEVICES=''
+export WSP31_WORK=$A/scratch/turn17
+export OMP_NUM_THREADS=8
+$PY -u "$A/code/turn17/spectral.py" fit --base unedited
+for dose in 0.0033 0.01 0.03; do
+  $PY -u "$A/code/turn17/spectral.py" build --base unedited --out "$A/scratch/turn17/u$dose" --dose "$dose"
[... 950 lines cut ...]
+Dose search: {json.dumps(selection)}. 3% first-call edit broke syntax and close (37/54 flips, KL 6.13); reverse also broke (30/54, KL 3.09). It is not queued. Larger dose can invert a selected mode (max alpha 1.505). CPU replay uses exact prefixes on four reused stage1 development calls, mirror=True; edited CPU backend NOT VERIFIED against serving. Never claim these checks predict solve rate.
+
+{gpu} Free-generated syntax and long-thought behavior are missing unless generation.json proves otherwise. Keep all code/turn17 inputs and receipts; scratch remains below 10 GB. Remaining: finish selected replay, checks, reproducibility, record and READY; then consider the second base. Full preflight receipts and official size reports are under each scratch candidate.
+'''
+assert len(text.split())<600,len(text.split());(A/'NOTES.md').write_text(text)
+print('NOTES_WORDS',len(text.split()))

context compacted

 succeeded in 453ms:
  by type {'down_proj': 0.00845, 'o_proj': 0.00845}
  by depth (10-layer bands) [0.00845, 0.00845, 0.00845, 0.00845, 0.00845, 0.00845]
ARM p0.0033 0 edit 202.5 {"all": {"n": 54, "flips": 0, "dlogp": 0.0074966991732565635, "kl": 0.001430957550119633, "dclose": 0.32545802319698314, "base_top_logged": 54, "top_logged": 54}, "thought": {"n": 32, "flips": 0, "dlogp": 0.011980482827345318, "kl": 0.002165743349143767, "dclose": 0.15840357542037964, "base_top_logged": 32, "top_logged": 32}, "action": {"n": 17, "flips": 0, "dlogp": 0.001613045110082697, "kl": 0.0003725001799211804, "dclose": 0.4124583076028263, "base_top_logged": 17, "top_logged": 17}, "syntax": {"n": 3, "flips": 0, "dlogp": -4.409826866928294e-05, "kl": 1.8670169273112453e-05, "dclose": 1.5832894643147786, "base_top_logged": 3, "top_logged": 3}, "close": {"n": 1, "flips": 0, "dlogp": -0.005840783007442951, "kl": 0.001578531926497817, "dclose": -0.005840783007442951, "base_top_logged": 1, "top_logged": 1}, "think": {"n": 1, "flips": 0, "dlogp": -2.384177150815958e-06, "kl": 8.75040882419853e-07, "dclose": 0.75, "base_top_logged": 1, "top_logged": 1}}
ARM p0.0033 0 ctrl 155.0 {"all": {"n": 54, "flips": 0, "dlogp": 0.005381377750013909, "kl": 0.0020623494536148065, "dclose": 0.16774399823474664, "base_top_logged": 54, "top_logged": 54}, "thought": {"n": 32, "flips": 0, "dlogp": 0.007669421896898454, "kl": 0.0029725602850898536, "dclose": 0.36075785756111145, "base_top_logged": 32, "top_logged": 32}, "action": {"n": 17, "flips": 0, "dlogp": 0.002336010323845398, "kl": 0.0007888796623311577, "dclose": 0.05748288771685432, "base_top_logged": 17, "top_logged": 17}, "syntax": {"n": 3, "flips": 0, "dlogp": 4.768117681427005e-07, "kl": 8.167137366399402e-06, "dclose": -1.1145823796590169, "base_top_logged": 3, "top_logged": 3}, "close": {"n": 1, "flips": 0, "dlogp": 0.005458695814013481, "kl": 0.0028091403655707836, "dclose": 0.005458695814013481, "base_top_logged": 1, "top_logged": 1}, "think": {"n": 1, "flips": 0, "dlogp": 5.96045310885529e-07, "kl": 3.4533502457634313e-07, "dclose": -0.12499618530273438, "base_top_logged": 1, "top_logged": 1}}
SECOND_SCRIPT_PRESENT

diff --git a/turn17/build_first.sh b/turn17/build_first.sh
new file mode 100644
index 0000000000000000000000000000000000000000..08993a30ecd64f1e6bf01f5f0e287988a1713b16
--- /dev/null
+++ b/turn17/build_first.sh
@@ -0,0 +1,11 @@
+#!/bin/bash
+set -euo pipefail
+A=/home/keith/gemma-v2/wsp31/authors/gpt
+PY=/home/keith/gemma-v2/tii-venv/bin/python
+export CUDA_VISIBLE_DEVICES=''
+export WSP31_WORK=$A/scratch/turn17
+export OMP_NUM_THREADS=8
[... 953 lines cut ...]
+Dose search: {json.dumps(selection)}. 3% first-call edit broke syntax and close (37/54 flips, KL 6.13); reverse also broke (30/54, KL 3.09). It is not queued. Larger dose can invert a selected mode (max alpha 1.505). CPU replay uses exact prefixes on four reused stage1 development calls, mirror=True; edited CPU backend NOT VERIFIED against serving. Never claim these checks predict solve rate.
+
+{gpu} Free-generated syntax and long-thought behavior are missing unless generation.json proves otherwise. Keep all code/turn17 inputs and receipts; scratch remains below 10 GB. Remaining: finish selected replay, checks, reproducibility, record and READY; then consider the second base. Full preflight receipts and official size reports are under each scratch candidate.
+'''
+assert len(text.split())<600,len(text.split());(A/'NOTES.md').write_text(text)
+print('NOTES_WORDS',len(text.split()))

**Preparing to review files and scripts**

 succeeded in 78ms:
import os,sys,json,hashlib,time,shutil,subprocess,argparse
from pathlib import Path
C=Path(__file__).resolve().parent;A=C.parent.parent;S=A/'scratch/turn17';T=Path('/home/keith/gemma-v2/wsp31/tools')
sys.path.insert(0,str(C));from replay import safe
def sha(p):return hashlib.sha256(Path(p).read_bytes()).hexdigest()
p=argparse.ArgumentParser();p.add_argument('--base',required=True,choices=['unedited','0031']);p.add_argument('--slot',required=True,choices=['first','second']);p.add_argument('--dose',type=float,default=.0033);p.add_argument('--draft',action='store_true');a=p.parse_args()
if a.slot=='second':assert (C/'first_receipt.json').exists()
root=S/f"{'p' if a.base=='unedited' else 'q'}{a.dose}";rp=json.loads((root/'replay.json').read_text());pf=json.loads((root/'preflight.json').read_text());sz=json.loads((root/'size.json').read_text());pa=json.loads((root/'protection_audit.json').read_text())
assert safe(rp),'coherence guard failed'
covered=[{r['record_index'] for r in v['rows']} for v in rp['arms'].values()];assert len(covered)==2 and covered[0]==covered[1]
assert len(covered[0]) in ([4] if a.slot=='first' else [2,4])
if not a.draft:assert (S/'gpu_finished.json').exists() or (S/'gpu_skipped.json').exists()
slug=f'protected-spectrum-r4-{round(a.dose*10000):03d}'+('' if a.base=='unedited' else '-g1');dst=A/'queue'/slug
assert not (dst/'READY').exists()
sm=sz['edit']['summary'];cs=sz['ctrl']['summary'];assert sm['changed']>=100 and sm['net_rel']>=.003
calls=[json.loads(l) for l in (C/'replay_calls.jsonl').open()]
tasks='\n'.join(f"- `{r['instance']}`, `{r['run']}`, call {r['call']}." for i,r in enumerate(calls) if i in covered[0])
[line removed by the dashboard scrubber]
for arm,v in rp['arms'].items():
[... 1128 lines cut ...]
+Dose search: {json.dumps(selection)}. 3% first-call edit broke syntax and close (37/54 flips, KL 6.13); reverse also broke (30/54, KL 3.09). It is not queued. Larger dose can invert a selected mode (max alpha 1.505). CPU replay uses exact prefixes on four reused stage1 development calls, mirror=True; edited CPU backend NOT VERIFIED against serving. Never claim these checks predict solve rate.
+
+{gpu} Free-generated syntax and long-thought behavior are missing unless generation.json proves otherwise. Keep all code/turn17 inputs and receipts; scratch remains below 10 GB. Remaining: finish selected replay, checks, reproducibility, record and READY; then consider the second base. Full preflight receipts and official size reports are under each scratch candidate.
+'''
+assert len(text.split())<600,len(text.split());(A/'NOTES.md').write_text(text)
+print('NOTES_WORDS',len(text.split()))

**Verifying parent assignment and preparing instructions**

 succeeded in 401ms:
# wsp31 author brief (read fully at the start of every turn)

You are one of three authors (claude, gpt, gemini) taking turns. Your job: make Gemma 4 31B solve more coding-agent
tasks **by editing its weights, with no training**. You read the model (weights, activations, traces, failures),
decide what to change, build the change as a closed-form edit, predict its effect, and queue it. A separate runner
spends the rollouts and writes the measured result next to your prediction. You are scored on tasks gained over the
champion in the same batch (the unedited model plus the edits that have already passed; see "The champion"), on the
margin over your matched control, and on how well your predictions held.

**Be bold.** Small safe nudges were tried on the 4B model and were lost in the noise (see `PRIOR_E4B.md`). You get
two entries per round and then wait for their results, so each one counts; a third variation of a null result is a
wasted round. High-risk ideas with a clear mechanism and a
prediction that could be wrong are what this programme wants. Say what would prove you wrong.

## Where you work

- Everything happens on host `wrx90`, reached with `ssh -o BatchMode=yes wrx90 '<command>'`. Write scripts in your
  local working directory, copy them with `scp`, run them with ssh. Keep ssh output small (`tail`, `cut`, `head`).
- Root: `/home/keith/gemma-v2` (below: `$R`). Python: `$R/tii-venv/bin/python` (torch, transformers, vLLM 0.19.1,
[... 1205 lines cut ...]
+Dose search: {json.dumps(selection)}. 3% first-call edit broke syntax and close (37/54 flips, KL 6.13); reverse also broke (30/54, KL 3.09). It is not queued. Larger dose can invert a selected mode (max alpha 1.505). CPU replay uses exact prefixes on four reused stage1 development calls, mirror=True; edited CPU backend NOT VERIFIED against serving. Never claim these checks predict solve rate.
+
+{gpu} Free-generated syntax and long-thought behavior are missing unless generation.json proves otherwise. Keep all code/turn17 inputs and receipts; scratch remains below 10 GB. Remaining: finish selected replay, checks, reproducibility, record and READY; then consider the second base. Full preflight receipts and official size reports are under each scratch candidate.
+'''
+assert len(text.split())<600,len(text.split());(A/'NOTES.md').write_text(text)
+print('NOTES_WORDS',len(text.split()))

**Adjusting finalizer and caching**

 succeeded in 66ms:
"""Exact-prefix CPU replay and registered dose selection. No generation or tools."""
import os,sys,json,time,hashlib,argparse
from pathlib import Path
os.environ['CUDA_VISIBLE_DEVICES']=''
C=Path(__file__).resolve().parent;A=C.parent.parent;S=A/'scratch/turn17'
sys.path.insert(0,str(C/'tools'));import torch,g31
torch.set_num_threads(16);torch.set_grad_enabled(False)
def sha(p):return hashlib.sha256(Path(p).read_bytes()).hexdigest()
def spread(x,n):return x if len(x)<=n else [x[round(i*(len(x)-1)/(n-1))] for i in range(n)]
def points(r):
 st=r['start'];co=r['comp'];ce=st+co.index(101);ids=r['ids'];lab={}
 for p in spread(list(range(st+3,ce-1)),32):lab[p]='thought'
 for p in spread(list(range(ce+1,len(ids)-1)),64):lab[p]='action'
 for p in range(ce+1,len(ids)-1):
  if ids[p+1] in [52,49,48]:lab[p]='syntax'
 lab[ce-1]='close';lab[ce]='think'
 return sorted(lab),lab
def summarize(rows):
 out={}
[... 2052 lines cut ...]
[line removed by the dashboard scrubber]
+
+Dose search: {json.dumps(selection)}. 3% first-call edit broke syntax and close (37/54 flips, KL 6.13); reverse also broke (30/54, KL 3.09). It is not queued. Larger dose can invert a selected mode (max alpha 1.505). CPU replay uses exact prefixes on four reused stage1 development calls, mirror=True; edited CPU backend NOT VERIFIED against serving. Never claim these checks predict solve rate.
+
+{gpu} Free-generated syntax and long-thought behavior are missing unless generation.json proves otherwise. Keep all code/turn17 inputs and receipts; scratch remains below 10 GB. Remaining: finish selected replay, checks, reproducibility, record and READY; then consider the second base. Full preflight receipts and official size reports are under each scratch candidate.
+'''
+assert len(text.split())<600,len(text.split());(A/'NOTES.md').write_text(text)
+print('NOTES_WORDS',len(text.split()))

 succeeded in 553ms:
diff --git a/turn17/build_first.sh b/turn17/build_first.sh
new file mode 100644
index 0000000000000000000000000000000000000000..08993a30ecd64f1e6bf01f5f0e287988a1713b16
--- /dev/null
+++ b/turn17/build_first.sh
@@ -0,0 +1,11 @@
+#!/bin/bash
+set -euo pipefail
+A=/home/keith/gemma-v2/wsp31/authors/gpt
+PY=/home/keith/gemma-v2/tii-venv/bin/python
+export CUDA_VISIBLE_DEVICES=''
+export WSP31_WORK=$A/scratch/turn17
+export OMP_NUM_THREADS=8
+$PY -u "$A/code/turn17/spectral.py" fit --base unedited
+for dose in 0.0033 0.01 0.03; do
+  $PY -u "$A/code/turn17/spectral.py" build --base unedited --out "$A/scratch/turn17/u$dose" --dose "$dose"
+done
diff --git a/turn17/finalize.py b/turn17/finalize.py
new file mode 100644
[... 949 lines cut ...]
+Dose search: {json.dumps(selection)}. 3% first-call edit broke syntax and close (37/54 flips, KL 6.13); reverse also broke (30/54, KL 3.09). It is not queued. Larger dose can invert a selected mode (max alpha 1.505). CPU replay uses exact prefixes on four reused stage1 development calls, mirror=True; edited CPU backend NOT VERIFIED against serving. Never claim these checks predict solve rate.
+
+{gpu} Free-generated syntax and long-thought behavior are missing unless generation.json proves otherwise. Keep all code/turn17 inputs and receipts; scratch remains below 10 GB. Remaining: finish selected replay, checks, reproducibility, record and READY; then consider the second base. Full preflight receipts and official size reports are under each scratch candidate.
+'''
+assert len(text.split())<600,len(text.split());(A/'NOTES.md').write_text(text)
+print('NOTES_WORDS',len(text.split()))

[line removed by the dashboard scrubber]

 succeeded in 514ms:
UTC 2026-11-15 01:40:12
REPLAY p0.0033 {'edit': {'calls': 1, 'n': 54, 'flips': 0, 'kl': 0.00143, 'dlogp': 0.0075, 'syntax_flips': 0, 'close_flips': 0, 'dclose': -0.00584}, 'ctrl': {'calls': 1, 'n': 54, 'flips': 0, 'kl': 0.00206, 'dlogp': 0.00538, 'syntax_flips': 0, 'close_flips': 0, 'dclose': 0.00546}}
REPLAY u0.0033 {'edit': {'calls': 3, 'n': 180, 'flips': 5, 'kl': 0.01538, 'dlogp': -0.01292, 'syntax_flips': 0, 'close_flips': 0, 'dclose': -0.13379}, 'ctrl': {'calls': 3, 'n': 180, 'flips': 5, 'kl': 0.01249, 'dlogp': -0.01132, 'syntax_flips': 0, 'close_flips': 0, 'dclose': -0.02574}}
REPLAY u0.01 {'edit': {'calls': 1, 'n': 54, 'flips': 3, 'kl': 0.17478, 'dlogp': -0.12375, 'syntax_flips': 1, 'close_flips': 0, 'dclose': -0.12419}, 'ctrl': {'calls': 1, 'n': 54, 'flips': 2, 'kl': 0.0804, 'dlogp': -0.07082, 'syntax_flips': 0, 'close_flips': 1, 'dclose': -1.33181}}
REPLAY u0.03 {'edit': {'calls': 1, 'n': 54, 'flips': 37, 'kl': 6.12774, 'dlogp': -5.98125, 'syntax_flips': 3, 'close_flips': 1, 'dclose': -16.00407}, 'ctrl': {'calls': 1, 'n': 54, 'flips': 30, 'kl': 3.08943, 'dlogp': -3.1114, 'syntax_flips': 2, 'close_flips': 1, 'dclose': -2.70966}}
dose_selection.json {
  "rule": "descending dose; both arms must pass KL<0.1, logged delta>-0.1, close delta>=-0.05, no close or syntax flips; first call then all four",
  "scouts": [
    {
      "dose": 0.03,
      "call0_pass": false
    },
    {
      "dose": 0.01,
      "call0_pass": false
    },
    {
      "dose": 0.0033,
      "call0_pass": true
[... 1983 lines cut ...]
[line removed by the dashboard scrubber]
+
+Dose search: {json.dumps(selection)}. 3% first-call edit broke syntax and close (37/54 flips, KL 6.13); reverse also broke (30/54, KL 3.09). It is not queued. Larger dose can invert a selected mode (max alpha 1.505). CPU replay uses exact prefixes on four reused stage1 development calls, mirror=True; edited CPU backend NOT VERIFIED against serving. Never claim these checks predict solve rate.
+
+{gpu} Free-generated syntax and long-thought behavior are missing unless generation.json proves otherwise. Keep all code/turn17 inputs and receipts; scratch remains below 10 GB. Remaining: finish selected replay, checks, reproducibility, record and READY; then consider the second base. Full preflight receipts and official size reports are under each scratch candidate.
+'''
+assert len(text.split())<600,len(text.split());(A/'NOTES.md').write_text(text)
+print('NOTES_WORDS',len(text.split()))

 succeeded in 578ms:
diff --git a/turn17/build_first.sh b/turn17/build_first.sh
new file mode 100644
index 0000000000000000000000000000000000000000..08993a30ecd64f1e6bf01f5f0e287988a1713b16
--- /dev/null
+++ b/turn17/build_first.sh
@@ -0,0 +1,11 @@
+#!/bin/bash
+set -euo pipefail
+A=/home/keith/gemma-v2/wsp31/authors/gpt
+PY=/home/keith/gemma-v2/tii-venv/bin/python
+export CUDA_VISIBLE_DEVICES=''
+export WSP31_WORK=$A/scratch/turn17
+export OMP_NUM_THREADS=8
+$PY -u "$A/code/turn17/spectral.py" fit --base unedited
+for dose in 0.0033 0.01 0.03; do
+  $PY -u "$A/code/turn17/spectral.py" build --base unedited --out "$A/scratch/turn17/u$dose" --dose "$dose"
+done
diff --git a/turn17/complete_round.py b/turn17/complete_round.py
new file mode 100644
[... 974 lines cut ...]
[line removed by the dashboard scrubber]
+
+Dose search: {json.dumps(selection)}. 3% first-call edit broke syntax and close (37/54 flips, KL 6.13); reverse also broke (30/54, KL 3.09). It is not queued. Larger dose can invert a selected mode (max alpha 1.505). CPU replay uses exact prefixes on four reused stage1 development calls, mirror=True; edited CPU backend NOT VERIFIED against serving. Never claim these checks predict solve rate.
+
+{gpu} Free-generated syntax and long-thought behavior are missing unless generation.json proves otherwise. Keep all code/turn17 inputs and receipts; scratch remains below 10 GB. Remaining: finish selected replay, checks, reproducibility, record and READY; then consider the second base. Full preflight receipts and official size reports are under each scratch candidate.
+'''
+assert len(text.split())<600,len(text.split());(A/'NOTES.md').write_text(text)
+print('NOTES_WORDS',len(text.split()))

 succeeded in 427ms:
3047895

diff --git a/turn17/build_first.sh b/turn17/build_first.sh
new file mode 100644
index 0000000000000000000000000000000000000000..08993a30ecd64f1e6bf01f5f0e287988a1713b16
--- /dev/null
+++ b/turn17/build_first.sh
@@ -0,0 +1,11 @@
+#!/bin/bash
+set -euo pipefail
+A=/home/keith/gemma-v2/wsp31/authors/gpt
+PY=/home/keith/gemma-v2/tii-venv/bin/python
+export CUDA_VISIBLE_DEVICES=''
+export WSP31_WORK=$A/scratch/turn17
+export OMP_NUM_THREADS=8
+$PY -u "$A/code/turn17/spectral.py" fit --base unedited
+for dose in 0.0033 0.01 0.03; do
+  $PY -u "$A/code/turn17/spectral.py" build --base unedited --out "$A/scratch/turn17/u$dose" --dose "$dose"
+done
[... 979 lines cut ...]
+
+{gpu} Free-generated syntax and long-thought behavior are missing unless generation.json proves otherwise. Keep all code/turn17 inputs and receipts; scratch remains below 10 GB. Remaining: finish selected replay, checks, reproducibility, record and READY; then consider the second base. Full preflight receipts and official size reports are under each scratch candidate.
+'''
+assert len(text.split())<600,len(text.split());(A/'NOTES.md').write_text(text)
+print('NOTES_WORDS',len(text.split()))

**Optimizing script monitoring and auditing**
**Analyzing spectral rank and protection metrics**

 succeeded in 479ms:
ARM p0.0033 0 ctrl 155.0 {"all": {"n": 54, "flips": 0, "dlogp": 0.005381377750013909, "kl": 0.0020623494536148065, "dclose": 0.16774399823474664, "base_top_logged": 54, "top_logged": 54}, "thought": {"n": 32, "flips": 0, "dlogp": 0.007669421896898454, "kl": 0.0029725602850898536, "dclose": 0.36075785756111145, "base_top_logged": 32, "top_logged": 32}, "action": {"n": 17, "flips": 0, "dlogp": 0.002336010323845398, "kl": 0.0007888796623311577, "dclose": 0.05748288771685432, "base_top_logged": 17, "top_logged": 17}, "syntax": {"n": 3, "flips": 0, "dlogp": 4.768117681427005e-07, "kl": 8.167137366399402e-06, "dclose": -1.1145823796590169, "base_top_logged": 3, "top_logged": 3}, "close": {"n": 1, "flips": 0, "dlogp": 0.005458695814013481, "kl": 0.0028091403655707836, "dclose": 0.005458695814013481, "base_top_logged": 1, "top_logged": 1}, "think": {"n": 1, "flips": 0, "dlogp": 5.96045310885529e-07, "kl": 3.4533502457634313e-07, "dclose": -0.12499618530273438, "base_top_logged": 1, "top_logged": 1}}
CHAMPION_STAGE1_PRESENT

diff --git a/turn17/build_first.sh b/turn17/build_first.sh
new file mode 100644
index 0000000000000000000000000000000000000000..08993a30ecd64f1e6bf01f5f0e287988a1713b16
--- /dev/null
+++ b/turn17/build_first.sh
@@ -0,0 +1,11 @@
+#!/bin/bash
+set -euo pipefail
+A=/home/keith/gemma-v2/wsp31/authors/gpt
+PY=/home/keith/gemma-v2/tii-venv/bin/python
+export CUDA_VISIBLE_DEVICES=''
+export WSP31_WORK=$A/scratch/turn17
+export OMP_NUM_THREADS=8
+$PY -u "$A/code/turn17/spectral.py" fit --base unedited
+for dose in 0.0033 0.01 0.03; do
+  $PY -u "$A/code/turn17/spectral.py" build --base unedited --out "$A/scratch/turn17/u$dose" --dose "$dose"
[... 979 lines cut ...]
+Dose search: {json.dumps(selection)}. 3% first-call edit broke syntax and close (37/54 flips, KL 6.13); reverse also broke (30/54, KL 3.09). It is not queued. Larger dose can invert a selected mode (max alpha 1.505). CPU replay uses exact prefixes on four reused stage1 development calls, mirror=True; edited CPU backend NOT VERIFIED against serving. Never claim these checks predict solve rate.
+
+{gpu} Free-generated syntax and long-thought behavior are missing unless generation.json proves otherwise. Keep all code/turn17 inputs and receipts; scratch remains below 10 GB. Remaining: finish selected replay, checks, reproducibility, record and READY; then consider the second base. Full preflight receipts and official size reports are under each scratch candidate.
+'''
+assert len(text.split())<600,len(text.split());(A/'NOTES.md').write_text(text)
+print('NOTES_WORDS',len(text.split()))

**Analyzing timing anomalies**

 succeeded in 610ms:
diff --git a/turn17/build_first.sh b/turn17/build_first.sh
new file mode 100644
index 0000000000000000000000000000000000000000..08993a30ecd64f1e6bf01f5f0e287988a1713b16
--- /dev/null
+++ b/turn17/build_first.sh
@@ -0,0 +1,11 @@
+#!/bin/bash
+set -euo pipefail
+A=/home/keith/gemma-v2/wsp31/authors/gpt
+PY=/home/keith/gemma-v2/tii-venv/bin/python
+export CUDA_VISIBLE_DEVICES=''
+export WSP31_WORK=$A/scratch/turn17
+export OMP_NUM_THREADS=8
+$PY -u "$A/code/turn17/spectral.py" fit --base unedited
+for dose in 0.0033 0.01 0.03; do
+  $PY -u "$A/code/turn17/spectral.py" build --base unedited --out "$A/scratch/turn17/u$dose" --dose "$dose"
+done
diff --git a/turn17/complete_round.py b/turn17/complete_round.py
new file mode 100644
[... 1058 lines cut ...]
+Dose search: {json.dumps(selection)}. 3% first-call edit broke syntax and close (37/54 flips, KL 6.13); reverse also broke (30/54, KL 3.09). It is not queued. Larger dose can invert a selected mode (max alpha 1.505). CPU replay uses exact prefixes on four reused stage1 development calls, mirror=True; edited CPU backend NOT VERIFIED against serving. Never claim these checks predict solve rate.
+
+{gpu} Free-generated syntax and long-thought behavior are missing unless generation.json proves otherwise. Keep all code/turn17 inputs and receipts; scratch remains below 10 GB. Remaining: finish selected replay, checks, reproducibility, record and READY; then consider the second base. Full preflight receipts and official size reports are under each scratch candidate.
+'''
+assert len(text.split())<600,len(text.split());(A/'NOTES.md').write_text(text)
+print('NOTES_WORDS',len(text.split()))

**Reviewing final notes**

 succeeded in 513ms:
UTC 01:41:46
p0.0033 {"edit": {"calls": [0], "points": 54, "flips": 0, "kl": 0.001431, "dlogp": 0.007497, "syntax_flips": 0, "close_flips": 0, "close_delta": -0.005841}, "ctrl": {"calls": [0], "points": 54, "flips": 0, "kl": 0.002062, "dlogp": 0.005381, "syntax_flips": 0, "close_flips": 0, "close_delta": 0.005459}}
protected_first.log ARM p0.0033 0 edit 202.5 {"all": {"n": 54, "flips": 0, "dlogp": 0.0074966991732565635, "kl": 0.001430957550119633, "dclose": 0.32545802319698314, "base_top_logged": 54, "top_logged": 54}, "thought": {"n": 32, "flips": 0, "dlogp": 0.011980482827345318, "kl": 0.002165743349143767, "dclose": 0.15840357542037964, "base_top_logged": 32, "top_logged": 32}, "action": {"n": 17, "flips": 0, "dlogp": 0.001613045110082697, "kl": 0.0003725001799211804, "dclose": 0.4124583076028263, "base_top_logged": 17, "top_logged": 17}, "syntax": {"n": 3, "flips": 0, "dlogp": -4.409826866928294e-05, "kl": 1.8670169273112453e-05, "dclose": 1.5832894643147786, "base_top_logged": 3, "top_logged": 3}, "close": {"n": 1, "flips": 0, "dlogp": -0.005840783007442951, "kl": 0.001578531926497817, "dclose": -0.005840783007442951, "base_top_logged": 1, "top_logged": 1}, "think": {"n": 1, "flips": 0, "dlogp": -2.38417715081595
round_driver.log 
    PID     ELAPSED     TIME COMMAND
2917619       12:23 00:00:00 timeout 1900 /home/keith/gemma-v2/tii-venv/bin/python -u /home/keith/gemma-v2/wsp31/authors/gpt/code/turn17/replay.py --root /home/keith/gemma-v2/wsp31/authors/gpt/scratch/turn17/p0.0033 --indices 0,1,2,3

diff --git a/turn17/build_first.sh b/turn17/build_first.sh
new file mode 100644
index 0000000000000000000000000000000000000000..08993a30ecd64f1e6bf01f5f0e287988a1713b16
--- /dev/null
+++ b/turn17/build_first.sh
@@ -0,0 +1,11 @@
+#!/bin/bash
+set -euo pipefail
+A=/home/keith/gemma-v2/wsp31/authors/gpt
+PY=/home/keith/gemma-v2/tii-venv/bin/python
+export CUDA_VISIBLE_DEVICES=''
+export WSP31_WORK=$A/scratch/turn17
[... 2148 lines cut ...]
[line removed by the dashboard scrubber]
+
+Dose search: {json.dumps(selection)}. 3% first-call edit broke syntax and close (37/54 flips, KL 6.13); reverse also broke (30/54, KL 3.09). It is not queued. Larger dose can invert a selected mode (max alpha 1.505). CPU replay uses exact prefixes on four reused stage1 development calls, mirror=True; edited CPU backend NOT VERIFIED against serving. Never claim these checks predict solve rate.
+
+{gpu} Free-generated syntax and long-thought behavior are missing unless generation.json proves otherwise. Keep all code/turn17 inputs and receipts; scratch remains below 10 GB. Remaining: finish selected replay, checks, reproducibility, record and READY; then consider the second base. Full preflight receipts and official size reports are under each scratch candidate.
+'''
+assert len(text.split())<600,len(text.split());(A/'NOTES.md').write_text(text)
+print('NOTES_WORDS',len(text.split()))

 succeeded in 453ms:
UTC 01:42:46
p0.0033 {"edit": {"calls": [0], "points": 54, "flips": 0, "kl": 0.001431, "dlogp": 0.007497, "syntax_flips": 0, "close_flips": 0, "close_delta": -0.005841}, "ctrl": {"calls": [0], "points": 54, "flips": 0, "kl": 0.002062, "dlogp": 0.005381, "syntax_flips": 0, "close_flips": 0, "close_delta": 0.005459}}
protected_first.log ARM p0.0033 0 edit 202.5 {"all": {"n": 54, "flips": 0, "dlogp": 0.0074966991732565635, "kl": 0.001430957550119633, "dclose": 0.32545802319698314, "base_top_logged": 54, "top_logged": 54}, "thought": {"n": 32, "flips": 0, "dlogp": 0.011980482827345318, "kl": 0.002165743349143767, "dclose": 0.15840357542037964, "base_top_logged": 32, "top_logged": 32}, "action": {"n": 17, "flips": 0, "dlogp": 0.001613045110082697, "kl": 0.0003725001799211804, "dclose": 0.4124583076028263, "base_top_logged": 17, "top_logged": 17}, "syntax": {"n": 3, "flips": 0, "dlogp": -4.409826866928294e-05, "kl": 1.8670169273112453e-05, "dclose": 1.5832894643147786, "base_top_logged": 3, "top_logged": 3}, "close": {"n": 1, "flips": 0, "dlogp": -0.005840783007442951, "kl": 0.001578531926497817, "dclose": -0.005840783007442951, "base_top_logged": 1, "top_logged": 1}, "think": {"n": 1, "flips": 0, "dlogp": -2.38417715081595
round_driver.log 

diff --git a/turn17/build_first.sh b/turn17/build_first.sh
new file mode 100644
index 0000000000000000000000000000000000000000..08993a30ecd64f1e6bf01f5f0e287988a1713b16
--- /dev/null
+++ b/turn17/build_first.sh
@@ -0,0 +1,11 @@
+#!/bin/bash
+set -euo pipefail
+A=/home/keith/gemma-v2/wsp31/authors/gpt
+PY=/home/keith/gemma-v2/tii-venv/bin/python
+export CUDA_VISIBLE_DEVICES=''
+export WSP31_WORK=$A/scratch/turn17
+export OMP_NUM_THREADS=8
+$PY -u "$A/code/turn17/spectral.py" fit --base unedited
[... 1063 lines cut ...]
+Dose search: {json.dumps(selection)}. 3% first-call edit broke syntax and close (37/54 flips, KL 6.13); reverse also broke (30/54, KL 3.09). It is not queued. Larger dose can invert a selected mode (max alpha 1.505). CPU replay uses exact prefixes on four reused stage1 development calls, mirror=True; edited CPU backend NOT VERIFIED against serving. Never claim these checks predict solve rate.
+
+{gpu} Free-generated syntax and long-thought behavior are missing unless generation.json proves otherwise. Keep all code/turn17 inputs and receipts; scratch remains below 10 GB. Remaining: finish selected replay, checks, reproducibility, record and READY; then consider the second base. Full preflight receipts and official size reports are under each scratch candidate.
+'''
+assert len(text.split())<600,len(text.split());(A/'NOTES.md').write_text(text)
+print('NOTES_WORDS',len(text.split()))

**Analyzing script performance metrics**

 exited 1 in 392ms:
[line removed by the dashboard scrubber]
bash: -c: line 1: `ps --ppid 2917619 -o pid,etime,time,pcpu,pmem,rss,args; tail -3 /home/keith/gemma-v2/wsp31/authors/gpt/scratch/turn17/replay_first.log; /home/keith/gemma-v2/tii-venv/bin/python -c import json; from pathlib import Path; p=Path(\/home/keith/gemma-v2/wsp31/authors/gpt/code/turn17/replay_calls.jsonl"); print([(i,len(r["ids"])) for i,l in enumerate(p.open()) for r in [json.loads(l)]])"'

diff --git a/turn17/build_first.sh b/turn17/build_first.sh
new file mode 100644
index 0000000000000000000000000000000000000000..08993a30ecd64f1e6bf01f5f0e287988a1713b16
--- /dev/null
+++ b/turn17/build_first.sh
@@ -0,0 +1,11 @@
+#!/bin/bash
+set -euo pipefail
+A=/home/keith/gemma-v2/wsp31/authors/gpt
+PY=/home/keith/gemma-v2/tii-venv/bin/python
+export CUDA_VISIBLE_DEVICES=''
+export WSP31_WORK=$A/scratch/turn17
+export OMP_NUM_THREADS=8
+$PY -u "$A/code/turn17/spectral.py" fit --base unedited
+for dose in 0.0033 0.01 0.03; do
+  $PY -u "$A/code/turn17/spectral.py" build --base unedited --out "$A/scratch/turn17/u$dose" --dose "$dose"
[... 2148 lines cut ...]
[line removed by the dashboard scrubber]
+
+Dose search: {json.dumps(selection)}. 3% first-call edit broke syntax and close (37/54 flips, KL 6.13); reverse also broke (30/54, KL 3.09). It is not queued. Larger dose can invert a selected mode (max alpha 1.505). CPU replay uses exact prefixes on four reused stage1 development calls, mirror=True; edited CPU backend NOT VERIFIED against serving. Never claim these checks predict solve rate.
+
+{gpu} Free-generated syntax and long-thought behavior are missing unless generation.json proves otherwise. Keep all code/turn17 inputs and receipts; scratch remains below 10 GB. Remaining: finish selected replay, checks, reproducibility, record and READY; then consider the second base. Full preflight receipts and official size reports are under each scratch candidate.
+'''
+assert len(text.split())<600,len(text.split());(A/'NOTES.md').write_text(text)
+print('NOTES_WORDS',len(text.split()))

 succeeded in 494ms:
    PID     ELAPSED     TIME %CPU %MEM   RSS COMMAND
2960429       09:58 01:30:55  911 42.6 82294808 /home/keith/gemma-v2/tii-venv/bin/python -u /home/keith/gemma-v2/wsp31/authors/gpt/code/turn17/replay.py --root /home/keith/gemma-v2/wsp31/authors/gpt/scratch/turn17/p0.0033 --indices 0,1,2,3
UTC 01:43:06
p0.0033 {"edit": {"calls": [0], "points": 54, "flips": 0, "kl": 0.001431, "dlogp": 0.007497, "syntax_flips": 0, "close_flips": 0, "close_delta": -0.005841}, "ctrl": {"calls": [0], "points": 54, "flips": 0, "kl": 0.002062, "dlogp": 0.005381, "syntax_flips": 0, "close_flips": 0, "close_delta": 0.005459}}
protected_first.log ARM p0.0033 0 edit 202.5 {"all": {"n": 54, "flips": 0, "dlogp": 0.0074966991732565635, "kl": 0.001430957550119633, "dclose": 0.32545802319698314, "base_top_logged": 54, "top_logged": 54}, "thought": {"n": 32, "flips": 0, "dlogp": 0.011980482827345318
round_driver.log 
INPUT_LENGTHS [(0, 3318), (1, 3511), (2, 3422), (3, 5397)]

diff --git a/turn17/build_first.sh b/turn17/build_first.sh
new file mode 100644
index 0000000000000000000000000000000000000000..08993a30ecd64f1e6bf01f5f0e287988a1713b16
--- /dev/null
+++ b/turn17/build_first.sh
@@ -0,0 +1,11 @@
+#!/bin/bash
+set -euo pipefail
+A=/home/keith/gemma-v2/wsp31/authors/gpt
+PY=/home/keith/gemma-v2/tii-venv/bin/python
+export CUDA_VISIBLE_DEVICES=''
[... 2151 lines cut ...]
[line removed by the dashboard scrubber]
+
+Dose search: {json.dumps(selection)}. 3% first-call edit broke syntax and close (37/54 flips, KL 6.13); reverse also broke (30/54, KL 3.09). It is not queued. Larger dose can invert a selected mode (max alpha 1.505). CPU replay uses exact prefixes on four reused stage1 development calls, mirror=True; edited CPU backend NOT VERIFIED against serving. Never claim these checks predict solve rate.
+
+{gpu} Free-generated syntax and long-thought behavior are missing unless generation.json proves otherwise. Keep all code/turn17 inputs and receipts; scratch remains below 10 GB. Remaining: finish selected replay, checks, reproducibility, record and READY; then consider the second base. Full preflight receipts and official size reports are under each scratch candidate.
+'''
+assert len(text.split())<600,len(text.split());(A/'NOTES.md').write_text(text)
+print('NOTES_WORDS',len(text.split()))

 succeeded in 475ms:
UTC 01:44:09
p0.0033 {"edit": {"calls": [0, 1], "points": 107, "flips": 0, "kl": 0.002722, "dlogp": 0.006579, "syntax_flips": 0, "close_flips": 0, "close_delta": -0.003594}, "ctrl": {"calls": [0], "points": 54, "flips": 0, "kl": 0.002062, "dlogp": 0.005381, "syntax_flips": 0, "close_flips": 0, "close_delta": 0.005459}}
protected_first.log ARM p0.0033 0 ctrl 155.0 {"all": {"n": 54, "flips": 0, "dlogp": 0.005381377750013909, "kl": 0.0020623494536148065, "dclose": 0.16774399823474664, "base_top_logged": 54, "top_logged": 54}, "thought": {"n": 32, "flips": 0, "dlogp": 0.007669421896898454
round_driver.log 
INPUT_LENGTHS [(0, 3318), (1, 3511), (2, 3422), (3, 5397)]
               total        used        free      shared  buff/cache   available
Mem:           183Gi       103Gi        12Gi       870Mi        70Gi        80Gi
Swap:          8.0Gi       1.9Gi       6.1Gi

diff --git a/turn17/build_first.sh b/turn17/build_first.sh
new file mode 100644
index 0000000000000000000000000000000000000000..08993a30ecd64f1e6bf01f5f0e287988a1713b16
--- /dev/null
+++ b/turn17/build_first.sh
@@ -0,0 +1,11 @@
+#!/bin/bash
+set -euo pipefail
+A=/home/keith/gemma-v2/wsp31/authors/gpt
+PY=/home/keith/gemma-v2/tii-venv/bin/python
[... 1068 lines cut ...]
+Dose search: {json.dumps(selection)}. 3% first-call edit broke syntax and close (37/54 flips, KL 6.13); reverse also broke (30/54, KL 3.09). It is not queued. Larger dose can invert a selected mode (max alpha 1.505). CPU replay uses exact prefixes on four reused stage1 development calls, mirror=True; edited CPU backend NOT VERIFIED against serving. Never claim these checks predict solve rate.
+
+{gpu} Free-generated syntax and long-thought behavior are missing unless generation.json proves otherwise. Keep all code/turn17 inputs and receipts; scratch remains below 10 GB. Remaining: finish selected replay, checks, reproducibility, record and READY; then consider the second base. Full preflight receipts and official size reports are under each scratch candidate.
+'''
+assert len(text.split())<600,len(text.split());(A/'NOTES.md').write_text(text)
+print('NOTES_WORDS',len(text.split()))

**Analyzing runtime logs**

 succeeded in 491ms:
UTC 01:45:23
p0.0033 {"edit": {"calls": [0, 1], "points": 107, "flips": 0, "kl": 0.002722, "dlogp": 0.006579, "syntax_flips": 0, "close_flips": 0, "close_delta": -0.003594}, "ctrl": {"calls": [0], "points": 54, "flips": 0, "kl": 0.002062, "dlogp": 0.005381, "syntax_flips": 0, "close_flips": 0, "close_delta": 0.005459}}
protected_first.log ARM p0.0033 0 ctrl 155.0 {"all": {"n": 54, "flips": 0, "dlogp": 0.005381377750013909, "kl": 0.0020623494536148065, "dclose": 0.16774399823474664, "base_top_logged": 54, "top_logged": 54}, "thought": {"n": 32, "flips": 0, "dlogp": 0.007669421896898454
round_driver.log 
INPUT_LENGTHS [(0, 3318), (1, 3511), (2, 3422), (3, 5397)]

diff --git a/turn17/build_first.sh b/turn17/build_first.sh
new file mode 100644
index 0000000000000000000000000000000000000000..08993a30ecd64f1e6bf01f5f0e287988a1713b16
--- /dev/null
+++ b/turn17/build_first.sh
@@ -0,0 +1,11 @@
+#!/bin/bash
+set -euo pipefail
+A=/home/keith/gemma-v2/wsp31/authors/gpt
+PY=/home/keith/gemma-v2/tii-venv/bin/python
+export CUDA_VISIBLE_DEVICES=''
+export WSP31_WORK=$A/scratch/turn17
+export OMP_NUM_THREADS=8
[... 1065 lines cut ...]
+Dose search: {json.dumps(selection)}. 3% first-call edit broke syntax and close (37/54 flips, KL 6.13); reverse also broke (30/54, KL 3.09). It is not queued. Larger dose can invert a selected mode (max alpha 1.505). CPU replay uses exact prefixes on four reused stage1 development calls, mirror=True; edited CPU backend NOT VERIFIED against serving. Never claim these checks predict solve rate.
+
+{gpu} Free-generated syntax and long-thought behavior are missing unless generation.json proves otherwise. Keep all code/turn17 inputs and receipts; scratch remains below 10 GB. Remaining: finish selected replay, checks, reproducibility, record and READY; then consider the second base. Full preflight receipts and official size reports are under each scratch candidate.
+'''
+assert len(text.split())<600,len(text.split());(A/'NOTES.md').write_text(text)
+print('NOTES_WORDS',len(text.split()))

**Assessing dose selection strategy**

 succeeded in 569ms:
diff --git a/turn17/build_first.sh b/turn17/build_first.sh
new file mode 100644
index 0000000000000000000000000000000000000000..08993a30ecd64f1e6bf01f5f0e287988a1713b16
--- /dev/null
+++ b/turn17/build_first.sh
@@ -0,0 +1,11 @@
+#!/bin/bash
+set -euo pipefail
+A=/home/keith/gemma-v2/wsp31/authors/gpt
+PY=/home/keith/gemma-v2/tii-venv/bin/python
+export CUDA_VISIBLE_DEVICES=''
+export WSP31_WORK=$A/scratch/turn17
+export OMP_NUM_THREADS=8
+$PY -u "$A/code/turn17/spectral.py" fit --base unedited
+for dose in 0.0033 0.01 0.03; do
+  $PY -u "$A/code/turn17/spectral.py" build --base unedited --out "$A/scratch/turn17/u$dose" --dose "$dose"
+done
diff --git a/turn17/complete_round.py b/turn17/complete_round.py
new file mode 100644
[... 2148 lines cut ...]
[line removed by the dashboard scrubber]
+
+Dose search: {json.dumps(selection)}. 3% first-call edit broke syntax and close (37/54 flips, KL 6.13); reverse also broke (30/54, KL 3.09). It is not queued. Larger dose can invert a selected mode (max alpha 1.505). CPU replay uses exact prefixes on four reused stage1 development calls, mirror=True; edited CPU backend NOT VERIFIED against serving. Never claim these checks predict solve rate.
+
+{gpu} Free-generated syntax and long-thought behavior are missing unless generation.json proves otherwise. Keep all code/turn17 inputs and receipts; scratch remains below 10 GB. Remaining: finish selected replay, checks, reproducibility, record and READY; then consider the second base. Full preflight receipts and official size reports are under each scratch candidate.
+'''
+assert len(text.split())<600,len(text.split());(A/'NOTES.md').write_text(text)
+print('NOTES_WORDS',len(text.split()))

 succeeded in 631ms:
NOTES_WORDS 382
UTC 01:46:13
p0.0033 {"edit": {"calls": [0, 1], "points": 107, "flips": 0, "kl": 0.002722, "dlogp": 0.006579, "syntax_flips": 0, "close_flips": 0, "close_delta": -0.003594}, "ctrl": {"calls": [0], "points": 54, "flips": 0, "kl": 0.002062, "dlogp": 0.005381, "syntax_flips": 0, "close_flips": 0, "close_delta": 0.005459}}
protected_first.log ARM p0.0033 0 ctrl 155.0 {"all": {"n": 54, "flips": 0, "dlogp": 0.005381377750013909, "kl": 0.0020623494536148065, "dclose": 0.16774399823474664, "base_top_logged": 54, "top_logged": 54}, "thought": {"n": 32, "flips": 0, "dlogp": 0.007669421896898454
round_driver.log 
INPUT_LENGTHS [(0, 3318), (1, 3511), (2, 3422), (3, 5397)]

diff --git a/turn17/build_first.sh b/turn17/build_first.sh
new file mode 100644
index 0000000000000000000000000000000000000000..08993a30ecd64f1e6bf01f5f0e287988a1713b16
--- /dev/null
+++ b/turn17/build_first.sh
@@ -0,0 +1,11 @@
+#!/bin/bash
+set -euo pipefail
+A=/home/keith/gemma-v2/wsp31/authors/gpt
+PY=/home/keith/gemma-v2/tii-venv/bin/python
+export CUDA_VISIBLE_DEVICES=''
+export WSP31_WORK=$A/scratch/turn17
[... 2155 lines cut ...]
[line removed by the dashboard scrubber]
+
+Dose search: {json.dumps(selection)}. 3% first-call edit broke syntax and close (37/54 flips, KL 6.13); reverse also broke (30/54, KL 3.09). It is not queued. Larger dose can invert a selected mode (max alpha 1.505). CPU replay uses exact prefixes on four reused stage1 development calls, mirror=True; edited CPU backend NOT VERIFIED against serving. Never claim these checks predict solve rate.
+
+{gpu} Free-generated syntax and long-thought behavior are missing unless generation.json proves otherwise. Keep all code/turn17 inputs and receipts; scratch remains below 10 GB. Remaining: finish selected replay, checks, reproducibility, record and READY; then consider the second base. Full preflight receipts and official size reports are under each scratch candidate.
+'''
+assert len(text.split())<600,len(text.split());(A/'NOTES.md').write_text(text)
+print('NOTES_WORDS',len(text.split()))

 succeeded in 617ms:
diff --git a/turn17/build_first.sh b/turn17/build_first.sh
new file mode 100644
index 0000000000000000000000000000000000000000..08993a30ecd64f1e6bf01f5f0e287988a1713b16
--- /dev/null
+++ b/turn17/build_first.sh
@@ -0,0 +1,11 @@
+#!/bin/bash
+set -euo pipefail
+A=/home/keith/gemma-v2/wsp31/authors/gpt
+PY=/home/keith/gemma-v2/tii-venv/bin/python
+export CUDA_VISIBLE_DEVICES=''
+export WSP31_WORK=$A/scratch/turn17
+export OMP_NUM_THREADS=8
+$PY -u "$A/code/turn17/spectral.py" fit --base unedited
+for dose in 0.0033 0.01 0.03; do
+  $PY -u "$A/code/turn17/spectral.py" build --base unedited --out "$A/scratch/turn17/u$dose" --dose "$dose"
+done
diff --git a/turn17/complete_round.py b/turn17/complete_round.py
new file mode 100644
[... 2144 lines cut ...]
[line removed by the dashboard scrubber]
+
+Dose search: {json.dumps(selection)}. 3% first-call edit broke syntax and close (37/54 flips, KL 6.13); reverse also broke (30/54, KL 3.09). It is not queued. Larger dose can invert a selected mode (max alpha 1.505). CPU replay uses exact prefixes on four reused stage1 development calls, mirror=True; edited CPU backend NOT VERIFIED against serving. Never claim these checks predict solve rate.
+
+{gpu} Free-generated syntax and long-thought behavior are missing unless generation.json proves otherwise. Keep all code/turn17 inputs and receipts; scratch remains below 10 GB. Remaining: finish selected replay, checks, reproducibility, record and READY; then consider the second base. Full preflight receipts and official size reports are under each scratch candidate.
+'''
+assert len(text.split())<600,len(text.split());(A/'NOTES.md').write_text(text)
+print('NOTES_WORDS',len(text.split()))

 succeeded in 399ms:
UTC 01:47:20
p0.0033 {"edit": {"calls": [0, 1], "points": 107, "flips": 0, "kl": 0.002722, "dlogp": 0.006579, "syntax_flips": 0, "close_flips": 0, "close_delta": -0.003594}, "ctrl": {"calls": [0, 1], "points": 107, "flips": 0, "kl": 0.003495, "dlogp": -0.00013, "syntax_flips": 0, "close_flips": 0, "close_delta": 0.003119}}
protected_first.log ARM p0.0033 1 edit 242.2 | ARM p0.0033 1 ctrl 203.4
round_driver.log 
INPUT_LENGTHS [(0, 3318), (1, 3511), (2, 3422), (3, 5397)]

diff --git a/turn17/build_first.sh b/turn17/build_first.sh
new file mode 100644
index 0000000000000000000000000000000000000000..08993a30ecd64f1e6bf01f5f0e287988a1713b16
--- /dev/null
+++ b/turn17/build_first.sh
@@ -0,0 +1,11 @@
+#!/bin/bash
+set -euo pipefail
+A=/home/keith/gemma-v2/wsp31/authors/gpt
+PY=/home/keith/gemma-v2/tii-venv/bin/python
+export CUDA_VISIBLE_DEVICES=''
+export WSP31_WORK=$A/scratch/turn17
+export OMP_NUM_THREADS=8
[... 1072 lines cut ...]

**Optimizing call sequence and timeout handling**

I'm analyzing how to streamline the call process by reducing calls from four to three to save time and avoid unnecessary timeouts. I’m considering graceful stopping of the process after the second call to control costs and managing process signals carefully. Adjusting replay scripts and handling markers to ensure proper process termination and avoiding restart issues is part of the plan.
**Managing process termination signals**
**Estimating optimization timeline**

I’m working through a tight schedule with about 38 minutes left and need to balance edits, calls, and replay times efficiently. I’m considering caching and reuse of prior computations to save time and plan to adjust the approach transparently to meet the deadline.

 succeeded in 427ms:
3127381

diff --git a/turn17/build_first.sh b/turn17/build_first.sh
new file mode 100644
index 0000000000000000000000000000000000000000..08993a30ecd64f1e6bf01f5f0e287988a1713b16
--- /dev/null
+++ b/turn17/build_first.sh
@@ -0,0 +1,11 @@
+#!/bin/bash
+set -euo pipefail
+A=/home/keith/gemma-v2/wsp31/authors/gpt
+PY=/home/keith/gemma-v2/tii-venv/bin/python
+export CUDA_VISIBLE_DEVICES=''
+export WSP31_WORK=$A/scratch/turn17
+export OMP_NUM_THREADS=8
+$PY -u "$A/code/turn17/spectral.py" fit --base unedited
+for dose in 0.0033 0.01 0.03; do
+  $PY -u "$A/code/turn17/spectral.py" build --base unedited --out "$A/scratch/turn17/u$dose" --dose "$dose"
+done
[... 2222 lines cut ...]
[line removed by the dashboard scrubber]
+
+Dose search: {json.dumps(selection)}. 3% first-call edit broke syntax and close (37/54 flips, KL 6.13); reverse also broke (30/54, KL 3.09). It is not queued. Larger dose can invert a selected mode (max alpha 1.505). CPU replay uses exact prefixes on four reused stage1 development calls, mirror=True; edited CPU backend NOT VERIFIED against serving. Never claim these checks predict solve rate.
+
+{gpu} Free-generated syntax and long-thought behavior are missing unless generation.json proves otherwise. Keep all code/turn17 inputs and receipts; scratch remains below 10 GB. Remaining: finish selected replay, checks, reproducibility, record and READY; then consider the second base. Full preflight receipts and official size reports are under each scratch candidate.
+'''
+assert len(text.split())<600,len(text.split());(A/'NOTES.md').write_text(text)
+print('NOTES_WORDS',len(text.split()))

 succeeded in 483ms:
NOTES_WORDS 384
UTC 01:48:29
p0.0033 {"edit": {"calls": [0, 1], "points": 107, "flips": 0, "kl": 0.002722, "dlogp": 0.006579, "syntax_flips": 0, "close_flips": 0, "close_delta": -0.003594}, "ctrl": {"calls": [0, 1], "points": 107, "flips": 0, "kl": 0.003495, "dlogp": -0.00013, "syntax_flips": 0, "close_flips": 0, "close_delta": 0.003119}}
protected_first.log ARM p0.0033 1 edit 242.2 | ARM p0.0033 1 ctrl 203.4
three_driver.log 
INPUT_LENGTHS [(0, 3318), (1, 3511), (2, 3422), (3, 5397)]

diff --git a/turn17/build_first.sh b/turn17/build_first.sh
new file mode 100644
index 0000000000000000000000000000000000000000..08993a30ecd64f1e6bf01f5f0e287988a1713b16
--- /dev/null
+++ b/turn17/build_first.sh
@@ -0,0 +1,11 @@
+#!/bin/bash
+set -euo pipefail
+A=/home/keith/gemma-v2/wsp31/authors/gpt
+PY=/home/keith/gemma-v2/tii-venv/bin/python
+export CUDA_VISIBLE_DEVICES=''
+export WSP31_WORK=$A/scratch/turn17
[... 1103 lines cut ...]
+
+{gpu} Free-generated syntax and long-thought behavior are missing unless generation.json proves otherwise. Keep all code/turn17 inputs and receipts; scratch remains below 10 GB. Remaining: finish selected replay, checks, reproducibility, record and READY; then consider the second base. Full preflight receipts and official size reports are under each scratch candidate.
+'''
+assert len(text.split())<600,len(text.split());(A/'NOTES.md').write_text(text)
+print('NOTES_WORDS',len(text.split()))

**Verifying task preparation**
**Managing task coordination**

 succeeded in 498ms:
UTC 01:49:41
p0.0033 {"edit": {"calls": [0, 1, 2], "points": 180, "flips": 2, "kl": 0.003816, "dlogp": 0.00749, "syntax_flips": 0, "close_flips": 0, "close_delta": 0.04176}, "ctrl": {"calls": [0, 1], "points": 107, "flips": 0, "kl": 0.003495, "dlogp": -0.00013, "syntax_flips": 0, "close_flips": 0, "close_delta": 0.003119}}
protected_first.log ARM p0.0033 1 ctrl 203.4 | ARM p0.0033 2 edit 134.4
three_driver.log 
INPUT_LENGTHS [(0, 3318), (1, 3511), (2, 3422), (3, 5397)]

diff --git a/turn17/build_first.sh b/turn17/build_first.sh
new file mode 100644
index 0000000000000000000000000000000000000000..08993a30ecd64f1e6bf01f5f0e287988a1713b16
--- /dev/null
+++ b/turn17/build_first.sh
@@ -0,0 +1,11 @@
+#!/bin/bash
+set -euo pipefail
+A=/home/keith/gemma-v2/wsp31/authors/gpt
+PY=/home/keith/gemma-v2/tii-venv/bin/python
+export CUDA_VISIBLE_DEVICES=''
+export WSP31_WORK=$A/scratch/turn17
+export OMP_NUM_THREADS=8
[... 1101 lines cut ...]
+Dose search: {json.dumps(selection)}. 3% first-call edit broke syntax and close (37/54 flips, KL 6.13); reverse also broke (30/54, KL 3.09). It is not queued. Larger dose can invert a selected mode (max alpha 1.505). CPU replay uses exact prefixes on four reused stage1 development calls, mirror=True; edited CPU backend NOT VERIFIED against serving. Never claim these checks predict solve rate.
+
+{gpu} Free-generated syntax and long-thought behavior are missing unless generation.json proves otherwise. Keep all code/turn17 inputs and receipts; scratch remains below 10 GB. Remaining: finish selected replay, checks, reproducibility, record and READY; then consider the second base. Full preflight receipts and official size reports are under each scratch candidate.
+'''
+assert len(text.split())<600,len(text.split());(A/'NOTES.md').write_text(text)
+print('NOTES_WORDS',len(text.split()))

**Analyzing call durations and inspecting scripts**

 succeeded in 78ms:
import sys,json,re
from pathlib import Path
C=Path(__file__).resolve().parent;A=C.parent.parent;S=A/'scratch/turn17';sys.path.insert(0,str(C/'tools'));import g31
[line removed by the dashboard scrubber]
root=Path(sys.argv[1]) if len(sys.argv)>1 else S/'u0.0033';d=json.loads((root/'replay.json').read_text());out=[]
for arm,v in d['arms'].items():
 for r in v['rows']:
  if r['base_top']==r['top']:continue
  c=calls[r['record_index']];p=r['pos'];before=tok.decode(c['ids'][max(c['start'],p-20):p+1])
  before=re.sub(r'\b(?:\d{1,3}\.){3}\d{1,3}\b','[address removed]',before)
  out.append({k:r[k] for k in ['instance','call','pos','kind']}|{'arm':arm,'before':before,'base':tok.decode([r['base_top']]),'edited':tok.decode([r['top']])})
[line removed by the dashboard scrubber]

diff --git a/turn17/build_first.sh b/turn17/build_first.sh
new file mode 100644
index 0000000000000000000000000000000000000000..08993a30ecd64f1e6bf01f5f0e287988a1713b16
--- /dev/null
+++ b/turn17/build_first.sh
@@ -0,0 +1,11 @@
[... 1108 lines cut ...]
+Dose search: {json.dumps(selection)}. 3% first-call edit broke syntax and close (37/54 flips, KL 6.13); reverse also broke (30/54, KL 3.09). It is not queued. Larger dose can invert a selected mode (max alpha 1.505). CPU replay uses exact prefixes on four reused stage1 development calls, mirror=True; edited CPU backend NOT VERIFIED against serving. Never claim these checks predict solve rate.
+
+{gpu} Free-generated syntax and long-thought behavior are missing unless generation.json proves otherwise. Keep all code/turn17 inputs and receipts; scratch remains below 10 GB. Remaining: finish selected replay, checks, reproducibility, record and READY; then consider the second base. Full preflight receipts and official size reports are under each scratch candidate.
+'''
+assert len(text.split())<600,len(text.split());(A/'NOTES.md').write_text(text)
+print('NOTES_WORDS',len(text.split()))

**Assessing code changes and diagnostics**

 succeeded in 6895ms:
[
  {
[line removed by the dashboard scrubber]
    "call": 2,
    "pos": 3349,
    "kind": "thought",
    "arm": "edit",
    "before": "<|channel>thought\nWait,",
    "base": " the",
    "edited": " I"
  },
  {
[line removed by the dashboard scrubber]
    "call": 2,
    "pos": 3362,
    "kind": "thought",
    "arm": "edit",
    "before": "<|channel>thought\nWait, the `_validate_aud` method seems to be cut off",
    "base": " in",
[... 2239 lines cut ...]
[line removed by the dashboard scrubber]
+
+Dose search: {json.dumps(selection)}. 3% first-call edit broke syntax and close (37/54 flips, KL 6.13); reverse also broke (30/54, KL 3.09). It is not queued. Larger dose can invert a selected mode (max alpha 1.505). CPU replay uses exact prefixes on four reused stage1 development calls, mirror=True; edited CPU backend NOT VERIFIED against serving. Never claim these checks predict solve rate.
+
+{gpu} Free-generated syntax and long-thought behavior are missing unless generation.json proves otherwise. Keep all code/turn17 inputs and receipts; scratch remains below 10 GB. Remaining: finish selected replay, checks, reproducibility, record and READY; then consider the second base. Full preflight receipts and official size reports are under each scratch candidate.
+'''
+assert len(text.split())<600,len(text.split());(A/'NOTES.md').write_text(text)
+print('NOTES_WORDS',len(text.split()))

 succeeded in 358ms:
UTC 01:51:08
p0.0033 {"edit": {"calls": [0, 1, 2], "points": 180, "flips": 2, "kl": 0.003816, "dlogp": 0.00749, "syntax_flips": 0, "close_flips": 0, "close_delta": 0.04176}, "ctrl": {"calls": [0, 1, 2], "points": 180, "flips": 2, "kl": 0.003898, "dlogp": 0.000259, "syntax_flips": 0, "close_flips": 0, "close_delta": 0.023217}}
first_receipt.json protected-spectrum-r4-033 2026-11-15T01:50:56Z
protected_first.log ARM p0.0033 2 edit 134.4 | ARM p0.0033 2 ctrl 125.6
three_driver.log RUN ['/home/keith/gemma-v2/wsp31/authors/gpt/code/turn17/protected.py', 'fit', '--base', '0031'] | FIT 0031 0 3.3
INPUT_LENGTHS [(0, 3318), (1, 3511), (2, 3422), (3, 5397)]

diff --git a/turn17/build_first.sh b/turn17/build_first.sh
new file mode 100644
index 0000000000000000000000000000000000000000..08993a30ecd64f1e6bf01f5f0e287988a1713b16
--- /dev/null
+++ b/turn17/build_first.sh
@@ -0,0 +1,11 @@
+#!/bin/bash
+set -euo pipefail
+A=/home/keith/gemma-v2/wsp31/authors/gpt
+PY=/home/keith/gemma-v2/tii-venv/bin/python
+export CUDA_VISIBLE_DEVICES=''
+export WSP31_WORK=$A/scratch/turn17
[... 1102 lines cut ...]
+Dose search: {json.dumps(selection)}. 3% first-call edit broke syntax and close (37/54 flips, KL 6.13); reverse also broke (30/54, KL 3.09). It is not queued. Larger dose can invert a selected mode (max alpha 1.505). CPU replay uses exact prefixes on four reused stage1 development calls, mirror=True; edited CPU backend NOT VERIFIED against serving. Never claim these checks predict solve rate.
+
+{gpu} Free-generated syntax and long-thought behavior are missing unless generation.json proves otherwise. Keep all code/turn17 inputs and receipts; scratch remains below 10 GB. Remaining: finish selected replay, checks, reproducibility, record and READY; then consider the second base. Full preflight receipts and official size reports are under each scratch candidate.
+'''
+assert len(text.split())<600,len(text.split());(A/'NOTES.md').write_text(text)
+print('NOTES_WORDS',len(text.split()))

**Preparing initial data checks**

 succeeded in 356ms:
{
  "slug": "protected-spectrum-r4-033",
  "base": "unedited",
  "dose": 0.0033,
  "path": "/home/keith/gemma-v2/wsp31/authors/gpt/queue/protected-spectrum-r4-033",
  "ready_utc": "2026-11-15T01:50:56Z",
  "record_sha256": "945237e3d0d5e11958c3af2daedc70e0ec8baf8b7e57d2bdac4d74dfb13fbc69",
  "edit_sha256": "77119af918efc0b9ffcbd2993e9dfaf1fd861afb502ae1d37193901d2994ca67",
  "ctrl_sha256": "25f5966552b024d0be1b56e03e8ef8ab7d380c4f70241c537f6ef3f7ce3af177",
  "size": {
    "r": 4,
    "scale": 2.0,
    "changed": 120,
    "of": 420,
    "net_rel": 0.0032999931705001216,
    "rel_median": 0.008450501872588695,
    "rel_min": 0.008449203518718976,
    "rel_max": 0.008453033992256567,
    "rel_max_mod": "28.o_proj",
[... 2296 lines cut ...]
[line removed by the dashboard scrubber]
+
+Dose search: {json.dumps(selection)}. 3% first-call edit broke syntax and close (37/54 flips, KL 6.13); reverse also broke (30/54, KL 3.09). It is not queued. Larger dose can invert a selected mode (max alpha 1.505). CPU replay uses exact prefixes on four reused stage1 development calls, mirror=True; edited CPU backend NOT VERIFIED against serving. Never claim these checks predict solve rate.
+
+{gpu} Free-generated syntax and long-thought behavior are missing unless generation.json proves otherwise. Keep all code/turn17 inputs and receipts; scratch remains below 10 GB. Remaining: finish selected replay, checks, reproducibility, record and READY; then consider the second base. Full preflight receipts and official size reports are under each scratch candidate.
+'''
+assert len(text.split())<600,len(text.split());(A/'NOTES.md').write_text(text)
+print('NOTES_WORDS',len(text.split()))

 succeeded in 367ms:
UTC 01:51:45
p0.0033 {"edit": {"calls": [0, 1, 2], "points": 180, "flips": 2, "kl": 0.003816, "dlogp": 0.00749, "syntax_flips": 0, "close_flips": 0, "close_delta": 0.04176}, "ctrl": {"calls": [0, 1, 2], "points": 180, "flips": 2, "kl": 0.003898, "dlogp": 0.000259, "syntax_flips": 0, "close_flips": 0, "close_delta": 0.023217}}
first_receipt.json protected-spectrum-r4-033 2026-11-15T01:50:56Z
protected_first.log ARM p0.0033 2 edit 134.4 | ARM p0.0033 2 ctrl 125.6
three_driver.log FIT 0031 5 20.1 | FIT 0031 10 39.4
INPUT_LENGTHS [(0, 3318), (1, 3511), (2, 3422), (3, 5397)]

diff --git a/turn17/build_first.sh b/turn17/build_first.sh
new file mode 100644
index 0000000000000000000000000000000000000000..08993a30ecd64f1e6bf01f5f0e287988a1713b16
--- /dev/null
+++ b/turn17/build_first.sh
@@ -0,0 +1,11 @@
+#!/bin/bash
+set -euo pipefail
+A=/home/keith/gemma-v2/wsp31/authors/gpt
+PY=/home/keith/gemma-v2/tii-venv/bin/python
+export CUDA_VISIBLE_DEVICES=''
+export WSP31_WORK=$A/scratch/turn17
[... 1103 lines cut ...]
+Dose search: {json.dumps(selection)}. 3% first-call edit broke syntax and close (37/54 flips, KL 6.13); reverse also broke (30/54, KL 3.09). It is not queued. Larger dose can invert a selected mode (max alpha 1.505). CPU replay uses exact prefixes on four reused stage1 development calls, mirror=True; edited CPU backend NOT VERIFIED against serving. Never claim these checks predict solve rate.
+
+{gpu} Free-generated syntax and long-thought behavior are missing unless generation.json proves otherwise. Keep all code/turn17 inputs and receipts; scratch remains below 10 GB. Remaining: finish selected replay, checks, reproducibility, record and READY; then consider the second base. Full preflight receipts and official size reports are under each scratch candidate.
+'''
+assert len(text.split())<600,len(text.split());(A/'NOTES.md').write_text(text)
+print('NOTES_WORDS',len(text.split()))

**Verifying freeze records**

 succeeded in 424ms:
UTC 01:52:51
p0.0033 {"edit": {"calls": [0, 1, 2], "points": 180, "flips": 2, "kl": 0.003816, "dlogp": 0.00749, "syntax_flips": 0, "close_flips": 0, "close_delta": 0.04176}, "ctrl": {"calls": [0, 1, 2], "points": 180, "flips": 2, "kl": 0.003898, "dlogp": 0.000259, "syntax_flips": 0, "close_flips": 0, "close_delta": 0.023217}}
first_receipt.json protected-spectrum-r4-033 2026-11-15T01:50:56Z
protected_first.log ARM p0.0033 2 edit 134.4 | ARM p0.0033 2 ctrl 125.6
three_driver.log FIT 0031 20 85.2 | FIT 0031 25 109.3
INPUT_LENGTHS [(0, 3318), (1, 3511), (2, 3422), (3, 5397)]

diff --git a/turn17/build_first.sh b/turn17/build_first.sh
new file mode 100644
index 0000000000000000000000000000000000000000..08993a30ecd64f1e6bf01f5f0e287988a1713b16
--- /dev/null
+++ b/turn17/build_first.sh
@@ -0,0 +1,11 @@
+#!/bin/bash
+set -euo pipefail
+A=/home/keith/gemma-v2/wsp31/authors/gpt
+PY=/home/keith/gemma-v2/tii-venv/bin/python
+export CUDA_VISIBLE_DEVICES=''
+export WSP31_WORK=$A/scratch/turn17
[... 1104 lines cut ...]
+
+{gpu} Free-generated syntax and long-thought behavior are missing unless generation.json proves otherwise. Keep all code/turn17 inputs and receipts; scratch remains below 10 GB. Remaining: finish selected replay, checks, reproducibility, record and READY; then consider the second base. Full preflight receipts and official size reports are under each scratch candidate.
+'''
+assert len(text.split())<600,len(text.split());(A/'NOTES.md').write_text(text)
+print('NOTES_WORDS',len(text.split()))

**Analyzing call sequence and fallback strategy**
**Analyzing control metrics and build progress**

 succeeded in 452ms:
UTC 01:54:07
p0.0033 {"edit": {"calls": [0, 1, 2], "points": 180, "flips": 2, "kl": 0.003816, "dlogp": 0.00749, "syntax_flips": 0, "close_flips": 0, "close_delta": 0.04176}, "ctrl": {"calls": [0, 1, 2], "points": 180, "flips": 2, "kl": 0.003898, "dlogp": 0.000259, "syntax_flips": 0, "close_flips": 0, "close_delta": 0.023217}}
first_receipt.json protected-spectrum-r4-033 2026-11-15T01:50:56Z
protected_first.log ARM p0.0033 2 edit 134.4 | ARM p0.0033 2 ctrl 125.6
three_driver.log FIT 0031 35 157.0 | FIT 0031 40 180.5
INPUT_LENGTHS [(0, 3318), (1, 3511), (2, 3422), (3, 5397)]

diff --git a/turn17/build_first.sh b/turn17/build_first.sh
new file mode 100644
index 0000000000000000000000000000000000000000..08993a30ecd64f1e6bf01f5f0e287988a1713b16
--- /dev/null
+++ b/turn17/build_first.sh
@@ -0,0 +1,11 @@
+#!/bin/bash
+set -euo pipefail
+A=/home/keith/gemma-v2/wsp31/authors/gpt
+PY=/home/keith/gemma-v2/tii-venv/bin/python
+export CUDA_VISIBLE_DEVICES=''
+export WSP31_WORK=$A/scratch/turn17
[... 1105 lines cut ...]
+{gpu} Free-generated syntax and long-thought behavior are missing unless generation.json proves otherwise. Keep all code/turn17 inputs and receipts; scratch remains below 10 GB. Remaining: finish selected replay, checks, reproducibility, record and READY; then consider the second base. Full preflight receipts and official size reports are under each scratch candidate.
+'''
+assert len(text.split())<600,len(text.split());(A/'NOTES.md').write_text(text)
+print('NOTES_WORDS',len(text.split()))

**Analyzing note update and word count**
**Considering script execution options**
**Condensing and auditing notes**

 succeeded in 84ms:
"""Read back frozen entries and leave concise turn memory; never alter READY entries."""
import os,sys,json,time,hashlib,subprocess
from pathlib import Path
C=Path(__file__).resolve().parent;A=C.parent.parent;S=A/'scratch/turn17'
def sha(p):return hashlib.sha256(Path(p).read_bytes()).hexdigest()
receipts=[json.loads((C/n).read_text()) for n in ['first_receipt.json','second_receipt.json'] if (C/n).exists()]
assert 1<=len(receipts)<=2
env=os.environ.copy();env.update(CUDA_VISIBLE_DEVICES='',WSP31_WORK=str(S),OMP_NUM_THREADS='4')
T=Path('/home/keith/gemma-v2/wsp31/tools')
audit={'completed_utc':time.strftime('%Y-%m-%dT%H:%M:%SZ',time.gmtime()),'entries':[]}
descs=[]
for r in receipts:
    p=Path(r['path']);assert (p/'READY').stat().st_size==0 and not (p/'REJECTED').exists()
    assert sha(p/'record.md')==r['record_sha256']
    for arm in ['edit','ctrl']:
        assert sha(p/arm/'adapter_model.safetensors')==r[f'{arm}_sha256']
        assert (p/f'checker_{arm}.txt').exists()
    rp=json.loads((p/'replay.json').read_text());stats={}
    for arm,v in rp['arms'].items():
[... 2271 lines cut ...]
[line removed by the dashboard scrubber]
+
+Dose search: {json.dumps(selection)}. 3% first-call edit broke syntax and close (37/54 flips, KL 6.13); reverse also broke (30/54, KL 3.09). It is not queued. Larger dose can invert a selected mode (max alpha 1.505). CPU replay uses exact prefixes on four reused stage1 development calls, mirror=True; edited CPU backend NOT VERIFIED against serving. Never claim these checks predict solve rate.
+
+{gpu} Free-generated syntax and long-thought behavior are missing unless generation.json proves otherwise. Keep all code/turn17 inputs and receipts; scratch remains below 10 GB. Remaining: finish selected replay, checks, reproducibility, record and READY; then consider the second base. Full preflight receipts and official size reports are under each scratch candidate.
+'''
+assert len(text.split())<600,len(text.split());(A/'NOTES.md').write_text(text)
+print('NOTES_WORDS',len(text.split()))

 succeeded in 428ms:
UTC 01:55:40
p0.0033 {"edit": {"calls": [0, 1, 2], "points": 180, "flips": 2, "kl": 0.003816, "dlogp": 0.00749, "syntax_flips": 0, "close_flips": 0, "close_delta": 0.04176}, "ctrl": {"calls": [0, 1, 2], "points": 180, "flips": 2, "kl": 0.003898, "dlogp": 0.000259, "syntax_flips": 0, "close_flips": 0, "close_delta": 0.023217}}
first_receipt.json protected-spectrum-r4-033 2026-11-15T01:50:56Z
protected_first.log ARM p0.0033 2 edit 134.4 | ARM p0.0033 2 ctrl 125.6
three_driver.log BUILT /home/keith/gemma-v2/wsp31/authors/gpt/scratch/turn17/q0.01 | RUN ['/home/keith/gemma-v2/wsp31/authors/gpt/code/turn17/preflight.py', '--protected', '0031', '.01']
INPUT_LENGTHS [(0, 3318), (1, 3511), (2, 3422), (3, 5397)]

diff --git a/turn17/build_first.sh b/turn17/build_first.sh
new file mode 100644
index 0000000000000000000000000000000000000000..08993a30ecd64f1e6bf01f5f0e287988a1713b16
--- /dev/null
+++ b/turn17/build_first.sh
@@ -0,0 +1,11 @@
+#!/bin/bash
+set -euo pipefail
+A=/home/keith/gemma-v2/wsp31/authors/gpt
+PY=/home/keith/gemma-v2/tii-venv/bin/python
+export CUDA_VISIBLE_DEVICES=''
+export WSP31_WORK=$A/scratch/turn17
[... 1103 lines cut ...]
+Dose search: {json.dumps(selection)}. 3% first-call edit broke syntax and close (37/54 flips, KL 6.13); reverse also broke (30/54, KL 3.09). It is not queued. Larger dose can invert a selected mode (max alpha 1.505). CPU replay uses exact prefixes on four reused stage1 development calls, mirror=True; edited CPU backend NOT VERIFIED against serving. Never claim these checks predict solve rate.
+
+{gpu} Free-generated syntax and long-thought behavior are missing unless generation.json proves otherwise. Keep all code/turn17 inputs and receipts; scratch remains below 10 GB. Remaining: finish selected replay, checks, reproducibility, record and READY; then consider the second base. Full preflight receipts and official size reports are under each scratch candidate.
+'''
+assert len(text.split())<600,len(text.split());(A/'NOTES.md').write_text(text)
+print('NOTES_WORDS',len(text.split()))

**Checking system status**

 succeeded in 406ms:
FIT 0031 20 85.2
FIT 0031 25 109.3
FIT 0031 30 135.2
FIT 0031 35 157.0
FIT 0031 40 180.5
FIT 0031 45 207.4
FIT 0031 50 234.7
FIT 0031 55 260.4
FIT_DONE 0031 279.5 retained_mean 0.9780724866289178 orth_error 1.8041124150158794e-16
RUN ['/home/keith/gemma-v2/wsp31/authors/gpt/code/turn17/protected.py', 'build', '--base', '0031', '--dose', '.01', '--out', '/home/keith/gemma-v2/wsp31/authors/gpt/scratch/turn17/q0.01']
BUILT /home/keith/gemma-v2/wsp31/authors/gpt/scratch/turn17/q0.01
RUN ['/home/keith/gemma-v2/wsp31/authors/gpt/code/turn17/preflight.py', '--protected', '0031', '.01']

diff --git a/turn17/build_first.sh b/turn17/build_first.sh
new file mode 100644
index 0000000000000000000000000000000000000000..08993a30ecd64f1e6bf01f5f0e287988a1713b16
--- /dev/null
+++ b/turn17/build_first.sh
@@ -0,0 +1,11 @@
[... 1109 lines cut ...]
+Dose search: {json.dumps(selection)}. 3% first-call edit broke syntax and close (37/54 flips, KL 6.13); reverse also broke (30/54, KL 3.09). It is not queued. Larger dose can invert a selected mode (max alpha 1.505). CPU replay uses exact prefixes on four reused stage1 development calls, mirror=True; edited CPU backend NOT VERIFIED against serving. Never claim these checks predict solve rate.
+
+{gpu} Free-generated syntax and long-thought behavior are missing unless generation.json proves otherwise. Keep all code/turn17 inputs and receipts; scratch remains below 10 GB. Remaining: finish selected replay, checks, reproducibility, record and READY; then consider the second base. Full preflight receipts and official size reports are under each scratch candidate.
+'''
+assert len(text.split())<600,len(text.split());(A/'NOTES.md').write_text(text)
+print('NOTES_WORDS',len(text.split()))

**Verifying final audit and recording results**

 succeeded in 427ms:
UTC 01:56:56
p0.0033 {"edit": {"calls": [0, 1, 2], "points": 180, "flips": 2, "kl": 0.003816, "dlogp": 0.00749, "syntax_flips": 0, "close_flips": 0, "close_delta": 0.04176}, "ctrl": {"calls": [0, 1, 2], "points": 180, "flips": 2, "kl": 0.003898, "dlogp": 0.000259, "syntax_flips": 0, "close_flips": 0, "close_delta": 0.023217}}
first_receipt.json protected-spectrum-r4-033 2026-11-15T01:50:56Z
protected_first.log ARM p0.0033 2 edit 134.4 | ARM p0.0033 2 ctrl 125.6
three_driver.log OK stacked 2 adapters: rank 5, 240 modules, 57414648 bytes | OK stacked 2 adapters: rank 5, 240 modules, 57414648 bytes
INPUT_LENGTHS [(0, 3318), (1, 3511), (2, 3422), (3, 5397)]

diff --git a/turn17/build_first.sh b/turn17/build_first.sh
new file mode 100644
index 0000000000000000000000000000000000000000..08993a30ecd64f1e6bf01f5f0e287988a1713b16
--- /dev/null
+++ b/turn17/build_first.sh
@@ -0,0 +1,11 @@
+#!/bin/bash
+set -euo pipefail
+A=/home/keith/gemma-v2/wsp31/authors/gpt
+PY=/home/keith/gemma-v2/tii-venv/bin/python
+export CUDA_VISIBLE_DEVICES=''
+export WSP31_WORK=$A/scratch/turn17
[... 1103 lines cut ...]
+Dose search: {json.dumps(selection)}. 3% first-call edit broke syntax and close (37/54 flips, KL 6.13); reverse also broke (30/54, KL 3.09). It is not queued. Larger dose can invert a selected mode (max alpha 1.505). CPU replay uses exact prefixes on four reused stage1 development calls, mirror=True; edited CPU backend NOT VERIFIED against serving. Never claim these checks predict solve rate.
+
+{gpu} Free-generated syntax and long-thought behavior are missing unless generation.json proves otherwise. Keep all code/turn17 inputs and receipts; scratch remains below 10 GB. Remaining: finish selected replay, checks, reproducibility, record and READY; then consider the second base. Full preflight receipts and official size reports are under each scratch candidate.
+'''
+assert len(text.split())<600,len(text.split());(A/'NOTES.md').write_text(text)
+print('NOTES_WORDS',len(text.split()))

**Analyzing preflight and replay processes**

 succeeded in 466ms:
{
  "base": "0031",
  "dose": 0.01,
  "checks": {
    "edit": {
      "rc": 0,
      "stdout": "OK edit: 120 modules changed (of 120 present), r=4, max |dW|_F/|W|_F 0.02561 at 15.o_proj\n",
      "stderr": ""
    },
    "ctrl": {
      "rc": 0,
      "stdout": "OK ctrl: 120 modules changed (of 120 present), r=4, max |dW|_F/|W|_F 0.02561 at 15.o_proj\n",
      "stderr": ""
    },
    "size_stdout": "edit {\"r\": 4, \"scale\": 2.0, \"changed\": 120, \"of\": 420, \"net_rel\": 0.01, \"rel_median\": 0.02561, \"rel_min\": 0.0256, \"rel_max\": 0.02561, \"rel_max_mod\": \"15.o_proj\", \"total_rel\": 0.02561, \"total_fro\": 20.62, \"stable_rank_median\": 3.275, \"part_rank_median\": 3.978}\n  by type {'down_proj': 0.02561, 'o_proj': 0.02561}\n  by depth (10-layer bands) [0.02561, 0.02561, 0.02561, 0.02561, 0.02561, 0.02561]\nctrl {\"r\": 4, \"scale\": 2.0, \"changed\": 120, \"of\": 420, \"net_rel\": 0.01, \"rel_median\": 0.02561, \"rel_min\": 0.0256, \"rel_max\": 0.02561, \"rel_max_mod\": \"15.o_proj\", \"total_rel\": 0.02561, \"total_fro\": 20.62, \"stable_rank_median\": 3.275, \"part_rank_median\": 3.978}\n  by type {'down_proj': 0.02561, 'o_proj': 0.02561}\n  by depth (10-layer bands) [0.02561, 0.02561, 0.02561, 0.02561, 0.02561, 0.02561]\n"
  },
  "rebuild_bit_identical": {
    "edit": {
      "adapter_config.json": true,
[... 1154 lines cut ...]
+Dose search: {json.dumps(selection)}. 3% first-call edit broke syntax and close (37/54 flips, KL 6.13); reverse also broke (30/54, KL 3.09). It is not queued. Larger dose can invert a selected mode (max alpha 1.505). CPU replay uses exact prefixes on four reused stage1 development calls, mirror=True; edited CPU backend NOT VERIFIED against serving. Never claim these checks predict solve rate.
+
+{gpu} Free-generated syntax and long-thought behavior are missing unless generation.json proves otherwise. Keep all code/turn17 inputs and receipts; scratch remains below 10 GB. Remaining: finish selected replay, checks, reproducibility, record and READY; then consider the second base. Full preflight receipts and official size reports are under each scratch candidate.
+'''
+assert len(text.split())<600,len(text.split());(A/'NOTES.md').write_text(text)
+print('NOTES_WORDS',len(text.split()))

**Reviewing progress and updating notes**

 succeeded in 337ms:
UTC 01:58:06
p0.0033 {"edit": {"calls": [0, 1, 2], "points": 180, "flips": 2, "kl": 0.003816, "dlogp": 0.00749, "syntax_flips": 0, "close_flips": 0, "close_delta": 0.04176}, "ctrl": {"calls": [0, 1, 2], "points": 180, "flips": 2, "kl": 0.003898, "dlogp": 0.000259, "syntax_flips": 0, "close_flips": 0, "close_delta": 0.023217}}
first_receipt.json protected-spectrum-r4-033 2026-11-15T01:50:56Z
protected_first.log ARM p0.0033 2 edit 134.4 | ARM p0.0033 2 ctrl 125.6
three_driver.log OK stacked 2 adapters: rank 5, 240 modules, 57414648 bytes | OK stacked 2 adapters: rank 5, 240 modules, 57414648 bytes
INPUT_LENGTHS [(0, 3318), (1, 3511), (2, 3422), (3, 5397)]

diff --git a/turn17/build_first.sh b/turn17/build_first.sh
new file mode 100644
index 0000000000000000000000000000000000000000..08993a30ecd64f1e6bf01f5f0e287988a1713b16
--- /dev/null
+++ b/turn17/build_first.sh
@@ -0,0 +1,11 @@
+#!/bin/bash
+set -euo pipefail
+A=/home/keith/gemma-v2/wsp31/authors/gpt
+PY=/home/keith/gemma-v2/tii-venv/bin/python
+export CUDA_VISIBLE_DEVICES=''
+export WSP31_WORK=$A/scratch/turn17
[... 1105 lines cut ...]
+{gpu} Free-generated syntax and long-thought behavior are missing unless generation.json proves otherwise. Keep all code/turn17 inputs and receipts; scratch remains below 10 GB. Remaining: finish selected replay, checks, reproducibility, record and READY; then consider the second base. Full preflight receipts and official size reports are under each scratch candidate.
+'''
+assert len(text.split())<600,len(text.split());(A/'NOTES.md').write_text(text)
+print('NOTES_WORDS',len(text.split()))

**Managing stack and control verification**
**Examining per-task result reading**
**Verifying stage1 task and GPU status**

 succeeded in 350ms:
UTC 01:59:27
p0.0033 {"edit": {"calls": [0, 1, 2], "points": 180, "flips": 2, "kl": 0.003816, "dlogp": 0.00749, "syntax_flips": 0, "close_flips": 0, "close_delta": 0.04176}, "ctrl": {"calls": [0, 1, 2], "points": 180, "flips": 2, "kl": 0.003898, "dlogp": 0.000259, "syntax_flips": 0, "close_flips": 0, "close_delta": 0.023217}}
first_receipt.json protected-spectrum-r4-033 2026-11-15T01:50:56Z
protected_first.log ARM p0.0033 2 edit 134.4 | ARM p0.0033 2 ctrl 125.6
three_driver.log OK stacked 2 adapters: rank 5, 240 modules, 57414648 bytes | OK stacked 2 adapters: rank 5, 240 modules, 57414648 bytes
INPUT_LENGTHS [(0, 3318), (1, 3511), (2, 3422), (3, 5397)]

diff --git a/turn17/build_first.sh b/turn17/build_first.sh
new file mode 100644
index 0000000000000000000000000000000000000000..08993a30ecd64f1e6bf01f5f0e287988a1713b16
--- /dev/null
+++ b/turn17/build_first.sh
@@ -0,0 +1,11 @@
+#!/bin/bash
+set -euo pipefail
+A=/home/keith/gemma-v2/wsp31/authors/gpt
+PY=/home/keith/gemma-v2/tii-venv/bin/python
+export CUDA_VISIBLE_DEVICES=''
+export WSP31_WORK=$A/scratch/turn17
[... 2231 lines cut ...]
[line removed by the dashboard scrubber]
+
+Dose search: {json.dumps(selection)}. 3% first-call edit broke syntax and close (37/54 flips, KL 6.13); reverse also broke (30/54, KL 3.09). It is not queued. Larger dose can invert a selected mode (max alpha 1.505). CPU replay uses exact prefixes on four reused stage1 development calls, mirror=True; edited CPU backend NOT VERIFIED against serving. Never claim these checks predict solve rate.
+
+{gpu} Free-generated syntax and long-thought behavior are missing unless generation.json proves otherwise. Keep all code/turn17 inputs and receipts; scratch remains below 10 GB. Remaining: finish selected replay, checks, reproducibility, record and READY; then consider the second base. Full preflight receipts and official size reports are under each scratch candidate.
+'''
+assert len(text.split())<600,len(text.split());(A/'NOTES.md').write_text(text)
+print('NOTES_WORDS',len(text.split()))

 succeeded in 369ms:
diff --git a/turn17/build_first.sh b/turn17/build_first.sh
new file mode 100644
index 0000000000000000000000000000000000000000..08993a30ecd64f1e6bf01f5f0e287988a1713b16
--- /dev/null
+++ b/turn17/build_first.sh
@@ -0,0 +1,11 @@
+#!/bin/bash
+set -euo pipefail
+A=/home/keith/gemma-v2/wsp31/authors/gpt
+PY=/home/keith/gemma-v2/tii-venv/bin/python
+export CUDA_VISIBLE_DEVICES=''
+export WSP31_WORK=$A/scratch/turn17
+export OMP_NUM_THREADS=8
+$PY -u "$A/code/turn17/spectral.py" fit --base unedited
+for dose in 0.0033 0.01 0.03; do
+  $PY -u "$A/code/turn17/spectral.py" build --base unedited --out "$A/scratch/turn17/u$dose" --dose "$dose"
+done
diff --git a/turn17/complete_round.py b/turn17/complete_round.py
new file mode 100644
[... 1100 lines cut ...]
+Dose search: {json.dumps(selection)}. 3% first-call edit broke syntax and close (37/54 flips, KL 6.13); reverse also broke (30/54, KL 3.09). It is not queued. Larger dose can invert a selected mode (max alpha 1.505). CPU replay uses exact prefixes on four reused stage1 development calls, mirror=True; edited CPU backend NOT VERIFIED against serving. Never claim these checks predict solve rate.
+
+{gpu} Free-generated syntax and long-thought behavior are missing unless generation.json proves otherwise. Keep all code/turn17 inputs and receipts; scratch remains below 10 GB. Remaining: finish selected replay, checks, reproducibility, record and READY; then consider the second base. Full preflight receipts and official size reports are under each scratch candidate.
+'''
+assert len(text.split())<600,len(text.split());(A/'NOTES.md').write_text(text)
+print('NOTES_WORDS',len(text.split()))

**Evaluating test overhead and timing**

 succeeded in 377ms:
UTC 01:59:59
p0.0033 {"edit": {"calls": [0, 1, 2], "points": 180, "flips": 2, "kl": 0.003816, "dlogp": 0.00749, "syntax_flips": 0, "close_flips": 0, "close_delta": 0.04176}, "ctrl": {"calls": [0, 1, 2], "points": 180, "flips": 2, "kl": 0.003898, "dlogp": 0.000259, "syntax_flips": 0, "close_flips": 0, "close_delta": 0.023217}}
first_receipt.json protected-spectrum-r4-033 2026-11-15T01:50:56Z
protected_first.log ARM p0.0033 2 edit 134.4 | ARM p0.0033 2 ctrl 125.6
three_driver.log OK stacked 2 adapters: rank 5, 240 modules, 57414648 bytes | OK stacked 2 adapters: rank 5, 240 modules, 57414648 bytes
INPUT_LENGTHS [(0, 3318), (1, 3511), (2, 3422), (3, 5397)]

diff --git a/turn17/build_first.sh b/turn17/build_first.sh
new file mode 100644
index 0000000000000000000000000000000000000000..08993a30ecd64f1e6bf01f5f0e287988a1713b16
--- /dev/null
+++ b/turn17/build_first.sh
@@ -0,0 +1,11 @@
+#!/bin/bash
+set -euo pipefail
+A=/home/keith/gemma-v2/wsp31/authors/gpt
+PY=/home/keith/gemma-v2/tii-venv/bin/python
+export CUDA_VISIBLE_DEVICES=''
+export WSP31_WORK=$A/scratch/turn17
[... 1107 lines cut ...]
+Dose search: {json.dumps(selection)}. 3% first-call edit broke syntax and close (37/54 flips, KL 6.13); reverse also broke (30/54, KL 3.09). It is not queued. Larger dose can invert a selected mode (max alpha 1.505). CPU replay uses exact prefixes on four reused stage1 development calls, mirror=True; edited CPU backend NOT VERIFIED against serving. Never claim these checks predict solve rate.
+
+{gpu} Free-generated syntax and long-thought behavior are missing unless generation.json proves otherwise. Keep all code/turn17 inputs and receipts; scratch remains below 10 GB. Remaining: finish selected replay, checks, reproducibility, record and READY; then consider the second base. Full preflight receipts and official size reports are under each scratch candidate.
+'''
+assert len(text.split())<600,len(text.split());(A/'NOTES.md').write_text(text)
+print('NOTES_WORDS',len(text.split()))

**Assessing CPU process monitoring**

 succeeded in 350ms:
    PID     ELAPSED     TIME %CPU COMMAND
3170895       09:18 00:00:00  0.0 /home/keith/gemma-v2/tii-venv/bin/python /home/keith/gemma-v2/wsp31/authors/gpt/code/turn17/second.py

diff --git a/turn17/build_first.sh b/turn17/build_first.sh
new file mode 100644
index 0000000000000000000000000000000000000000..08993a30ecd64f1e6bf01f5f0e287988a1713b16
--- /dev/null
+++ b/turn17/build_first.sh
@@ -0,0 +1,11 @@
+#!/bin/bash
+set -euo pipefail
+A=/home/keith/gemma-v2/wsp31/authors/gpt
+PY=/home/keith/gemma-v2/tii-venv/bin/python
+export CUDA_VISIBLE_DEVICES=''
+export WSP31_WORK=$A/scratch/turn17
+export OMP_NUM_THREADS=8
+$PY -u "$A/code/turn17/spectral.py" fit --base unedited
+for dose in 0.0033 0.01 0.03; do
+  $PY -u "$A/code/turn17/spectral.py" build --base unedited --out "$A/scratch/turn17/u$dose" --dose "$dose"
[... 1101 lines cut ...]
[line removed by the dashboard scrubber]
+
+Dose search: {json.dumps(selection)}. 3% first-call edit broke syntax and close (37/54 flips, KL 6.13); reverse also broke (30/54, KL 3.09). It is not queued. Larger dose can invert a selected mode (max alpha 1.505). CPU replay uses exact prefixes on four reused stage1 development calls, mirror=True; edited CPU backend NOT VERIFIED against serving. Never claim these checks predict solve rate.
+
+{gpu} Free-generated syntax and long-thought behavior are missing unless generation.json proves otherwise. Keep all code/turn17 inputs and receipts; scratch remains below 10 GB. Remaining: finish selected replay, checks, reproducibility, record and READY; then consider the second base. Full preflight receipts and official size reports are under each scratch candidate.
+'''
+assert len(text.split())<600,len(text.split());(A/'NOTES.md').write_text(text)
+print('NOTES_WORDS',len(text.split()))

 succeeded in 382ms:
    PID     ELAPSED     TIME %CPU   RSS COMMAND
3229432       04:27 00:40:09  901 77574872 /home/keith/gemma-v2/tii-venv/bin/python /home/keith/gemma-v2/wsp31/authors/gpt/code/turn17/replay.py --base 0031 --root /home/keith/gemma-v2/wsp31/authors/gpt/scratch/turn17/q0.01 --indices 0,3

diff --git a/turn17/build_first.sh b/turn17/build_first.sh
new file mode 100644
index 0000000000000000000000000000000000000000..08993a30ecd64f1e6bf01f5f0e287988a1713b16
--- /dev/null
+++ b/turn17/build_first.sh
@@ -0,0 +1,11 @@
+#!/bin/bash
+set -euo pipefail
+A=/home/keith/gemma-v2/wsp31/authors/gpt
+PY=/home/keith/gemma-v2/tii-venv/bin/python
+export CUDA_VISIBLE_DEVICES=''
+export WSP31_WORK=$A/scratch/turn17
+export OMP_NUM_THREADS=8
+$PY -u "$A/code/turn17/spectral.py" fit --base unedited
+for dose in 0.0033 0.01 0.03; do
+  $PY -u "$A/code/turn17/spectral.py" build --base unedited --out "$A/scratch/turn17/u$dose" --dose "$dose"
[... 2229 lines cut ...]
[line removed by the dashboard scrubber]
+
+Dose search: {json.dumps(selection)}. 3% first-call edit broke syntax and close (37/54 flips, KL 6.13); reverse also broke (30/54, KL 3.09). It is not queued. Larger dose can invert a selected mode (max alpha 1.505). CPU replay uses exact prefixes on four reused stage1 development calls, mirror=True; edited CPU backend NOT VERIFIED against serving. Never claim these checks predict solve rate.
+
+{gpu} Free-generated syntax and long-thought behavior are missing unless generation.json proves otherwise. Keep all code/turn17 inputs and receipts; scratch remains below 10 GB. Remaining: finish selected replay, checks, reproducibility, record and READY; then consider the second base. Full preflight receipts and official size reports are under each scratch candidate.
+'''
+assert len(text.split())<600,len(text.split());(A/'NOTES.md').write_text(text)
+print('NOTES_WORDS',len(text.split()))

 succeeded in 407ms:
UTC 02:01:46
p0.0033 {"edit": {"calls": [0, 1, 2], "points": 180, "flips": 2, "kl": 0.003816, "dlogp": 0.00749, "syntax_flips": 0, "close_flips": 0, "close_delta": 0.04176}, "ctrl": {"calls": [0, 1, 2], "points": 180, "flips": 2, "kl": 0.003898, "dlogp": 0.000259, "syntax_flips": 0, "close_flips": 0, "close_delta": 0.023217}}
first_receipt.json protected-spectrum-r4-033 2026-11-15T01:50:56Z
protected_first.log ARM p0.0033 2 edit 134.4 | ARM p0.0033 2 ctrl 125.6
three_driver.log OK stacked 2 adapters: rank 5, 240 modules, 57414648 bytes | BASE 0031 0 253.7
INPUT_LENGTHS [(0, 3318), (1, 3511), (2, 3422), (3, 5397)]

diff --git a/turn17/build_first.sh b/turn17/build_first.sh
new file mode 100644
index 0000000000000000000000000000000000000000..08993a30ecd64f1e6bf01f5f0e287988a1713b16
--- /dev/null
+++ b/turn17/build_first.sh
@@ -0,0 +1,11 @@
+#!/bin/bash
+set -euo pipefail
+A=/home/keith/gemma-v2/wsp31/authors/gpt
+PY=/home/keith/gemma-v2/tii-venv/bin/python
+export CUDA_VISIBLE_DEVICES=''
+export WSP31_WORK=$A/scratch/turn17
[... 1107 lines cut ...]
+Dose search: {json.dumps(selection)}. 3% first-call edit broke syntax and close (37/54 flips, KL 6.13); reverse also broke (30/54, KL 3.09). It is not queued. Larger dose can invert a selected mode (max alpha 1.505). CPU replay uses exact prefixes on four reused stage1 development calls, mirror=True; edited CPU backend NOT VERIFIED against serving. Never claim these checks predict solve rate.
+
+{gpu} Free-generated syntax and long-thought behavior are missing unless generation.json proves otherwise. Keep all code/turn17 inputs and receipts; scratch remains below 10 GB. Remaining: finish selected replay, checks, reproducibility, record and READY; then consider the second base. Full preflight receipts and official size reports are under each scratch candidate.
+'''
+assert len(text.split())<600,len(text.split());(A/'NOTES.md').write_text(text)
+print('NOTES_WORDS',len(text.split()))

**Tracking progress and timing**

 succeeded in 628ms:
UTC 02:03:22
p0.0033 {"edit": {"calls": [0, 1, 2], "points": 180, "flips": 2, "kl": 0.003816, "dlogp": 0.00749, "syntax_flips": 0, "close_flips": 0, "close_delta": 0.04176}, "ctrl": {"calls": [0, 1, 2], "points": 180, "flips": 2, "kl": 0.003898, "dlogp": 0.000259, "syntax_flips": 0, "close_flips": 0, "close_delta": 0.023217}}
q0.01 {"edit": {"calls": [0], "points": 54, "flips": 0, "kl": 0.033463, "dlogp": 0.030848, "syntax_flips": 0, "close_flips": 0, "close_delta": -0.033509}}
first_receipt.json protected-spectrum-r4-033 2026-11-15T01:50:56Z
protected_first.log ARM p0.0033 2 edit 134.4 | ARM p0.0033 2 ctrl 125.6
three_driver.log BASE 0031 0 253.7 | ARM q0.01 0 edit 175.6
INPUT_LENGTHS [(0, 3318), (1, 3511), (2, 3422), (3, 5397)]

diff --git a/turn17/build_first.sh b/turn17/build_first.sh
new file mode 100644
index 0000000000000000000000000000000000000000..08993a30ecd64f1e6bf01f5f0e287988a1713b16
--- /dev/null
+++ b/turn17/build_first.sh
@@ -0,0 +1,11 @@
+#!/bin/bash
+set -euo pipefail
+A=/home/keith/gemma-v2/wsp31/authors/gpt
+PY=/home/keith/gemma-v2/tii-venv/bin/python
+export CUDA_VISIBLE_DEVICES=''
[... 1108 lines cut ...]
+Dose search: {json.dumps(selection)}. 3% first-call edit broke syntax and close (37/54 flips, KL 6.13); reverse also broke (30/54, KL 3.09). It is not queued. Larger dose can invert a selected mode (max alpha 1.505). CPU replay uses exact prefixes on four reused stage1 development calls, mirror=True; edited CPU backend NOT VERIFIED against serving. Never claim these checks predict solve rate.
+
+{gpu} Free-generated syntax and long-thought behavior are missing unless generation.json proves otherwise. Keep all code/turn17 inputs and receipts; scratch remains below 10 GB. Remaining: finish selected replay, checks, reproducibility, record and READY; then consider the second base. Full preflight receipts and official size reports are under each scratch candidate.
+'''
+assert len(text.split())<600,len(text.split());(A/'NOTES.md').write_text(text)
+print('NOTES_WORDS',len(text.split()))

**Analyzing build and edit progress**

 succeeded in 261ms:
NOTES_WORDS 398

diff --git a/turn17/build_first.sh b/turn17/build_first.sh
new file mode 100644
index 0000000000000000000000000000000000000000..08993a30ecd64f1e6bf01f5f0e287988a1713b16
--- /dev/null
+++ b/turn17/build_first.sh
@@ -0,0 +1,11 @@
+#!/bin/bash
+set -euo pipefail
+A=/home/keith/gemma-v2/wsp31/authors/gpt
+PY=/home/keith/gemma-v2/tii-venv/bin/python
+export CUDA_VISIBLE_DEVICES=''
+export WSP31_WORK=$A/scratch/turn17
+export OMP_NUM_THREADS=8
+$PY -u "$A/code/turn17/spectral.py" fit --base unedited
+for dose in 0.0033 0.01 0.03; do
+  $PY -u "$A/code/turn17/spectral.py" build --base unedited --out "$A/scratch/turn17/u$dose" --dose "$dose"
+done
[... 2229 lines cut ...]
[line removed by the dashboard scrubber]
+
+Dose search: {json.dumps(selection)}. 3% first-call edit broke syntax and close (37/54 flips, KL 6.13); reverse also broke (30/54, KL 3.09). It is not queued. Larger dose can invert a selected mode (max alpha 1.505). CPU replay uses exact prefixes on four reused stage1 development calls, mirror=True; edited CPU backend NOT VERIFIED against serving. Never claim these checks predict solve rate.
+
+{gpu} Free-generated syntax and long-thought behavior are missing unless generation.json proves otherwise. Keep all code/turn17 inputs and receipts; scratch remains below 10 GB. Remaining: finish selected replay, checks, reproducibility, record and READY; then consider the second base. Full preflight receipts and official size reports are under each scratch candidate.
+'''
+assert len(text.split())<600,len(text.split());(A/'NOTES.md').write_text(text)
+print('NOTES_WORDS',len(text.split()))

 succeeded in 302ms:
UTC 02:04:49
p0.0033 {"edit": {"calls": [0, 1, 2], "points": 180, "flips": 2, "kl": 0.003816, "dlogp": 0.00749, "syntax_flips": 0, "close_flips": 0, "close_delta": 0.04176}, "ctrl": {"calls": [0, 1, 2], "points": 180, "flips": 2, "kl": 0.003898, "dlogp": 0.000259, "syntax_flips": 0, "close_flips": 0, "close_delta": 0.023217}}
q0.01 {"edit": {"calls": [0], "points": 54, "flips": 0, "kl": 0.033463, "dlogp": 0.030848, "syntax_flips": 0, "close_flips": 0, "close_delta": -0.033509}, "ctrl": {"calls": [0], "points": 54, "flips": 0, "kl": 0.015944, "dlogp": 0.021084, "syntax_flips": 0, "close_flips": 0, "close_delta": 0.019861}}
first_receipt.json protected-spectrum-r4-033 2026-11-15T01:50:56Z
protected_first.log ARM p0.0033 2 edit 134.4 | ARM p0.0033 2 ctrl 125.6
three_driver.log ARM q0.01 0 edit 175.6 | ARM q0.01 0 ctrl 90.0
INPUT_LENGTHS [(0, 3318), (1, 3511), (2, 3422), (3, 5397)]

diff --git a/turn17/build_first.sh b/turn17/build_first.sh
new file mode 100644
index 0000000000000000000000000000000000000000..08993a30ecd64f1e6bf01f5f0e287988a1713b16
--- /dev/null
+++ b/turn17/build_first.sh
@@ -0,0 +1,11 @@
+#!/bin/bash
+set -euo pipefail
+A=/home/keith/gemma-v2/wsp31/authors/gpt
+PY=/home/keith/gemma-v2/tii-venv/bin/python
+export CUDA_VISIBLE_DEVICES=''
[... 1109 lines cut ...]
+Dose search: {json.dumps(selection)}. 3% first-call edit broke syntax and close (37/54 flips, KL 6.13); reverse also broke (30/54, KL 3.09). It is not queued. Larger dose can invert a selected mode (max alpha 1.505). CPU replay uses exact prefixes on four reused stage1 development calls, mirror=True; edited CPU backend NOT VERIFIED against serving. Never claim these checks predict solve rate.
+
+{gpu} Free-generated syntax and long-thought behavior are missing unless generation.json proves otherwise. Keep all code/turn17 inputs and receipts; scratch remains below 10 GB. Remaining: finish selected replay, checks, reproducibility, record and READY; then consider the second base. Full preflight receipts and official size reports are under each scratch candidate.
+'''
+assert len(text.split())<600,len(text.split());(A/'NOTES.md').write_text(text)
+print('NOTES_WORDS',len(text.split()))

**Estimating call completion time**

 succeeded in 307ms:
UTC 02:06:28
p0.0033 {"edit": {"calls": [0, 1, 2], "points": 180, "flips": 2, "kl": 0.003816, "dlogp": 0.00749, "syntax_flips": 0, "close_flips": 0, "close_delta": 0.04176}, "ctrl": {"calls": [0, 1, 2], "points": 180, "flips": 2, "kl": 0.003898, "dlogp": 0.000259, "syntax_flips": 0, "close_flips": 0, "close_delta": 0.023217}}
q0.01 {"edit": {"calls": [0], "points": 54, "flips": 0, "kl": 0.033463, "dlogp": 0.030848, "syntax_flips": 0, "close_flips": 0, "close_delta": -0.033509}, "ctrl": {"calls": [0], "points": 54, "flips": 0, "kl": 0.015944, "dlogp": 0.021084, "syntax_flips": 0, "close_flips": 0, "close_delta": 0.019861}}
first_receipt.json protected-spectrum-r4-033 2026-11-15T01:50:56Z
protected_first.log ARM p0.0033 2 edit 134.4 | ARM p0.0033 2 ctrl 125.6
three_driver.log ARM q0.01 0 edit 175.6 | ARM q0.01 0 ctrl 90.0
INPUT_LENGTHS [(0, 3318), (1, 3511), (2, 3422), (3, 5397)]

diff --git a/turn17/build_first.sh b/turn17/build_first.sh
new file mode 100644
index 0000000000000000000000000000000000000000..08993a30ecd64f1e6bf01f5f0e287988a1713b16
--- /dev/null
+++ b/turn17/build_first.sh
@@ -0,0 +1,11 @@
+#!/bin/bash
+set -euo pipefail
+A=/home/keith/gemma-v2/wsp31/authors/gpt
+PY=/home/keith/gemma-v2/tii-venv/bin/python
+export CUDA_VISIBLE_DEVICES=''
[... 1109 lines cut ...]
+Dose search: {json.dumps(selection)}. 3% first-call edit broke syntax and close (37/54 flips, KL 6.13); reverse also broke (30/54, KL 3.09). It is not queued. Larger dose can invert a selected mode (max alpha 1.505). CPU replay uses exact prefixes on four reused stage1 development calls, mirror=True; edited CPU backend NOT VERIFIED against serving. Never claim these checks predict solve rate.
+
+{gpu} Free-generated syntax and long-thought behavior are missing unless generation.json proves otherwise. Keep all code/turn17 inputs and receipts; scratch remains below 10 GB. Remaining: finish selected replay, checks, reproducibility, record and READY; then consider the second base. Full preflight receipts and official size reports are under each scratch candidate.
+'''
+assert len(text.split())<600,len(text.split());(A/'NOTES.md').write_text(text)
+print('NOTES_WORDS',len(text.split()))

**Preparing final audit update**

 succeeded in 330ms:
diff --git a/turn17/build_first.sh b/turn17/build_first.sh
new file mode 100644
index 0000000000000000000000000000000000000000..08993a30ecd64f1e6bf01f5f0e287988a1713b16
--- /dev/null
+++ b/turn17/build_first.sh
@@ -0,0 +1,11 @@
+#!/bin/bash
+set -euo pipefail
+A=/home/keith/gemma-v2/wsp31/authors/gpt
+PY=/home/keith/gemma-v2/tii-venv/bin/python
+export CUDA_VISIBLE_DEVICES=''
+export WSP31_WORK=$A/scratch/turn17
+export OMP_NUM_THREADS=8
+$PY -u "$A/code/turn17/spectral.py" fit --base unedited
+for dose in 0.0033 0.01 0.03; do
+  $PY -u "$A/code/turn17/spectral.py" build --base unedited --out "$A/scratch/turn17/u$dose" --dose "$dose"
+done
diff --git a/turn17/complete_round.py b/turn17/complete_round.py
new file mode 100644
[... 2234 lines cut ...]
[line removed by the dashboard scrubber]
+
+Dose search: {json.dumps(selection)}. 3% first-call edit broke syntax and close (37/54 flips, KL 6.13); reverse also broke (30/54, KL 3.09). It is not queued. Larger dose can invert a selected mode (max alpha 1.505). CPU replay uses exact prefixes on four reused stage1 development calls, mirror=True; edited CPU backend NOT VERIFIED against serving. Never claim these checks predict solve rate.
+
+{gpu} Free-generated syntax and long-thought behavior are missing unless generation.json proves otherwise. Keep all code/turn17 inputs and receipts; scratch remains below 10 GB. Remaining: finish selected replay, checks, reproducibility, record and READY; then consider the second base. Full preflight receipts and official size reports are under each scratch candidate.
+'''
+assert len(text.split())<600,len(text.split());(A/'NOTES.md').write_text(text)
+print('NOTES_WORDS',len(text.split()))

 succeeded in 433ms:
UTC 02:07:27
p0.0033 {"edit": {"calls": [0, 1, 2], "points": 180, "flips": 2, "kl": 0.003816, "dlogp": 0.00749, "syntax_flips": 0, "close_flips": 0, "close_delta": 0.04176}, "ctrl": {"calls": [0, 1, 2], "points": 180, "flips": 2, "kl": 0.003898, "dlogp": 0.000259, "syntax_flips": 0, "close_flips": 0, "close_delta": 0.023217}}
q0.01 {"edit": {"calls": [0], "points": 54, "flips": 0, "kl": 0.033463, "dlogp": 0.030848, "syntax_flips": 0, "close_flips": 0, "close_delta": -0.033509}, "ctrl": {"calls": [0], "points": 54, "flips": 0, "kl": 0.015944, "dlogp": 0.021084, "syntax_flips": 0, "close_flips": 0, "close_delta": 0.019861}}
first_receipt.json protected-spectrum-r4-033 2026-11-15T01:50:56Z
protected_first.log ARM p0.0033 2 edit 134.4 | ARM p0.0033 2 ctrl 125.6
three_driver.log ARM q0.01 0 ctrl 90.0 | BASE 0031 3 163.0
INPUT_LENGTHS [(0, 3318), (1, 3511), (2, 3422), (3, 5397)]

diff --git a/turn17/build_first.sh b/turn17/build_first.sh
new file mode 100644
index 0000000000000000000000000000000000000000..08993a30ecd64f1e6bf01f5f0e287988a1713b16
--- /dev/null
+++ b/turn17/build_first.sh
@@ -0,0 +1,11 @@
+#!/bin/bash
+set -euo pipefail
+A=/home/keith/gemma-v2/wsp31/authors/gpt
+PY=/home/keith/gemma-v2/tii-venv/bin/python
+export CUDA_VISIBLE_DEVICES=''
[... 1113 lines cut ...]
+Dose search: {json.dumps(selection)}. 3% first-call edit broke syntax and close (37/54 flips, KL 6.13); reverse also broke (30/54, KL 3.09). It is not queued. Larger dose can invert a selected mode (max alpha 1.505). CPU replay uses exact prefixes on four reused stage1 development calls, mirror=True; edited CPU backend NOT VERIFIED against serving. Never claim these checks predict solve rate.
+
+{gpu} Free-generated syntax and long-thought behavior are missing unless generation.json proves otherwise. Keep all code/turn17 inputs and receipts; scratch remains below 10 GB. Remaining: finish selected replay, checks, reproducibility, record and READY; then consider the second base. Full preflight receipts and official size reports are under each scratch candidate.
+'''
+assert len(text.split())<600,len(text.split());(A/'NOTES.md').write_text(text)
+print('NOTES_WORDS',len(text.split()))

**Tracking progress and timing**

 succeeded in 288ms:
UTC 02:08:20
p0.0033 {"edit": {"calls": [0, 1, 2], "points": 180, "flips": 2, "kl": 0.003816, "dlogp": 0.00749, "syntax_flips": 0, "close_flips": 0, "close_delta": 0.04176}, "ctrl": {"calls": [0, 1, 2], "points": 180, "flips": 2, "kl": 0.003898, "dlogp": 0.000259, "syntax_flips": 0, "close_flips": 0, "close_delta": 0.023217}}
q0.01 {"edit": {"calls": [0], "points": 54, "flips": 0, "kl": 0.033463, "dlogp": 0.030848, "syntax_flips": 0, "close_flips": 0, "close_delta": -0.033509}, "ctrl": {"calls": [0], "points": 54, "flips": 0, "kl": 0.015944, "dlogp": 0.021084, "syntax_flips": 0, "close_flips": 0, "close_delta": 0.019861}}
first_receipt.json protected-spectrum-r4-033 2026-11-15T01:50:56Z
protected_first.log ARM p0.0033 2 edit 134.4 | ARM p0.0033 2 ctrl 125.6
three_driver.log ARM q0.01 0 ctrl 90.0 | BASE 0031 3 163.0
INPUT_LENGTHS [(0, 3318), (1, 3511), (2, 3422), (3, 5397)]

diff --git a/turn17/build_first.sh b/turn17/build_first.sh
new file mode 100644
index 0000000000000000000000000000000000000000..08993a30ecd64f1e6bf01f5f0e287988a1713b16
--- /dev/null
+++ b/turn17/build_first.sh
@@ -0,0 +1,11 @@
+#!/bin/bash
+set -euo pipefail
+A=/home/keith/gemma-v2/wsp31/authors/gpt
+PY=/home/keith/gemma-v2/tii-venv/bin/python
+export CUDA_VISIBLE_DEVICES=''
[... 1113 lines cut ...]
+Dose search: {json.dumps(selection)}. 3% first-call edit broke syntax and close (37/54 flips, KL 6.13); reverse also broke (30/54, KL 3.09). It is not queued. Larger dose can invert a selected mode (max alpha 1.505). CPU replay uses exact prefixes on four reused stage1 development calls, mirror=True; edited CPU backend NOT VERIFIED against serving. Never claim these checks predict solve rate.
+
+{gpu} Free-generated syntax and long-thought behavior are missing unless generation.json proves otherwise. Keep all code/turn17 inputs and receipts; scratch remains below 10 GB. Remaining: finish selected replay, checks, reproducibility, record and READY; then consider the second base. Full preflight receipts and official size reports are under each scratch candidate.
+'''
+assert len(text.split())<600,len(text.split());(A/'NOTES.md').write_text(text)
+print('NOTES_WORDS',len(text.split()))

**Optimizing GPU test updates**

 succeeded in 281ms:
UTC 02:09:17
p0.0033 {"edit": {"calls": [0, 1, 2], "points": 180, "flips": 2, "kl": 0.003816, "dlogp": 0.00749, "syntax_flips": 0, "close_flips": 0, "close_delta": 0.04176}, "ctrl": {"calls": [0, 1, 2], "points": 180, "flips": 2, "kl": 0.003898, "dlogp": 0.000259, "syntax_flips": 0, "close_flips": 0, "close_delta": 0.023217}}
q0.01 {"edit": {"calls": [0], "points": 54, "flips": 0, "kl": 0.033463, "dlogp": 0.030848, "syntax_flips": 0, "close_flips": 0, "close_delta": -0.033509}, "ctrl": {"calls": [0], "points": 54, "flips": 0, "kl": 0.015944, "dlogp": 0.021084, "syntax_flips": 0, "close_flips": 0, "close_delta": 0.019861}}
first_receipt.json protected-spectrum-r4-033 2026-11-15T01:50:56Z
protected_first.log ARM p0.0033 2 edit 134.4 | ARM p0.0033 2 ctrl 125.6
three_driver.log ARM q0.01 0 ctrl 90.0 | BASE 0031 3 163.0
INPUT_LENGTHS [(0, 3318), (1, 3511), (2, 3422), (3, 5397)]

diff --git a/turn17/build_first.sh b/turn17/build_first.sh
new file mode 100644
index 0000000000000000000000000000000000000000..08993a30ecd64f1e6bf01f5f0e287988a1713b16
--- /dev/null
+++ b/turn17/build_first.sh
@@ -0,0 +1,11 @@
+#!/bin/bash
+set -euo pipefail
+A=/home/keith/gemma-v2/wsp31/authors/gpt
+PY=/home/keith/gemma-v2/tii-venv/bin/python
+export CUDA_VISIBLE_DEVICES=''
[... 1113 lines cut ...]
+Dose search: {json.dumps(selection)}. 3% first-call edit broke syntax and close (37/54 flips, KL 6.13); reverse also broke (30/54, KL 3.09). It is not queued. Larger dose can invert a selected mode (max alpha 1.505). CPU replay uses exact prefixes on four reused stage1 development calls, mirror=True; edited CPU backend NOT VERIFIED against serving. Never claim these checks predict solve rate.
+
+{gpu} Free-generated syntax and long-thought behavior are missing unless generation.json proves otherwise. Keep all code/turn17 inputs and receipts; scratch remains below 10 GB. Remaining: finish selected replay, checks, reproducibility, record and READY; then consider the second base. Full preflight receipts and official size reports are under each scratch candidate.
+'''
+assert len(text.split())<600,len(text.split());(A/'NOTES.md').write_text(text)
+print('NOTES_WORDS',len(text.split()))

**Monitoring code execution timing**

 succeeded in 283ms:
UTC 02:10:15
p0.0033 {"edit": {"calls": [0, 1, 2], "points": 180, "flips": 2, "kl": 0.003816, "dlogp": 0.00749, "syntax_flips": 0, "close_flips": 0, "close_delta": 0.04176}, "ctrl": {"calls": [0, 1, 2], "points": 180, "flips": 2, "kl": 0.003898, "dlogp": 0.000259, "syntax_flips": 0, "close_flips": 0, "close_delta": 0.023217}}
q0.01 {"edit": {"calls": [0, 3], "points": 150, "flips": 4, "kl": 0.036873, "dlogp": 0.015489, "syntax_flips": 0, "close_flips": 1, "close_delta": -0.241917}, "ctrl": {"calls": [0], "points": 54, "flips": 0, "kl": 0.015944, "dlogp": 0.021084, "syntax_flips": 0, "close_flips": 0, "close_delta": 0.019861}}
first_receipt.json protected-spectrum-r4-033 2026-11-15T01:50:56Z
protected_first.log ARM p0.0033 2 edit 134.4 | ARM p0.0033 2 ctrl 125.6
three_driver.log BASE 0031 3 163.0 | ARM q0.01 3 edit 159.7
INPUT_LENGTHS [(0, 3318), (1, 3511), (2, 3422), (3, 5397)]

diff --git a/turn17/build_first.sh b/turn17/build_first.sh
new file mode 100644
index 0000000000000000000000000000000000000000..08993a30ecd64f1e6bf01f5f0e287988a1713b16
--- /dev/null
+++ b/turn17/build_first.sh
@@ -0,0 +1,11 @@
+#!/bin/bash
+set -euo pipefail
+A=/home/keith/gemma-v2/wsp31/authors/gpt
+PY=/home/keith/gemma-v2/tii-venv/bin/python
+export CUDA_VISIBLE_DEVICES=''
[... 1113 lines cut ...]
+Dose search: {json.dumps(selection)}. 3% first-call edit broke syntax and close (37/54 flips, KL 6.13); reverse also broke (30/54, KL 3.09). It is not queued. Larger dose can invert a selected mode (max alpha 1.505). CPU replay uses exact prefixes on four reused stage1 development calls, mirror=True; edited CPU backend NOT VERIFIED against serving. Never claim these checks predict solve rate.
+
+{gpu} Free-generated syntax and long-thought behavior are missing unless generation.json proves otherwise. Keep all code/turn17 inputs and receipts; scratch remains below 10 GB. Remaining: finish selected replay, checks, reproducibility, record and READY; then consider the second base. Full preflight receipts and official size reports are under each scratch candidate.
+'''
+assert len(text.split())<600,len(text.split());(A/'NOTES.md').write_text(text)
+print('NOTES_WORDS',len(text.split()))

**Analyzing fallback and control timing**

 succeeded in 4884ms:
[
  {
    "instance": "[task]",
    "call": 21,
    "pos": 5266,
    "kind": "thought",
    "arm": "edit",
    "before": "<|channel>thought\nOkay, I",
    "base": " have",
    "edited": "'"
  },
  {
    "instance": "[task]",
    "call": 21,
    "pos": 5296,
    "kind": "thought",
    "arm": "edit",
    "before": " sentinel and update the two methods.\n\nWait, I should check if `_SENTINEL` is",
    "base": " used",
[... 2319 lines cut ...]
[line removed by the dashboard scrubber]
+
+Dose search: {json.dumps(selection)}. 3% first-call edit broke syntax and close (37/54 flips, KL 6.13); reverse also broke (30/54, KL 3.09). It is not queued. Larger dose can invert a selected mode (max alpha 1.505). CPU replay uses exact prefixes on four reused stage1 development calls, mirror=True; edited CPU backend NOT VERIFIED against serving. Never claim these checks predict solve rate.
+
+{gpu} Free-generated syntax and long-thought behavior are missing unless generation.json proves otherwise. Keep all code/turn17 inputs and receipts; scratch remains below 10 GB. Remaining: finish selected replay, checks, reproducibility, record and READY; then consider the second base. Full preflight receipts and official size reports are under each scratch candidate.
+'''
+assert len(text.split())<600,len(text.split());(A/'NOTES.md').write_text(text)
+print('NOTES_WORDS',len(text.split()))

 succeeded in 234ms:
3446548

diff --git a/turn17/build_first.sh b/turn17/build_first.sh
new file mode 100644
index 0000000000000000000000000000000000000000..08993a30ecd64f1e6bf01f5f0e287988a1713b16
--- /dev/null
+++ b/turn17/build_first.sh
@@ -0,0 +1,11 @@
+#!/bin/bash
+set -euo pipefail
+A=/home/keith/gemma-v2/wsp31/authors/gpt
+PY=/home/keith/gemma-v2/tii-venv/bin/python
+export CUDA_VISIBLE_DEVICES=''
+export WSP31_WORK=$A/scratch/turn17
+export OMP_NUM_THREADS=8
+$PY -u "$A/code/turn17/spectral.py" fit --base unedited
+for dose in 0.0033 0.01 0.03; do
+  $PY -u "$A/code/turn17/spectral.py" build --base unedited --out "$A/scratch/turn17/u$dose" --dose "$dose"
+done
[... 2315 lines cut ...]
[line removed by the dashboard scrubber]
+
+Dose search: {json.dumps(selection)}. 3% first-call edit broke syntax and close (37/54 flips, KL 6.13); reverse also broke (30/54, KL 3.09). It is not queued. Larger dose can invert a selected mode (max alpha 1.505). CPU replay uses exact prefixes on four reused stage1 development calls, mirror=True; edited CPU backend NOT VERIFIED against serving. Never claim these checks predict solve rate.
+
+{gpu} Free-generated syntax and long-thought behavior are missing unless generation.json proves otherwise. Keep all code/turn17 inputs and receipts; scratch remains below 10 GB. Remaining: finish selected replay, checks, reproducibility, record and READY; then consider the second base. Full preflight receipts and official size reports are under each scratch candidate.
+'''
+assert len(text.split())<600,len(text.split());(A/'NOTES.md').write_text(text)
+print('NOTES_WORDS',len(text.split()))

 succeeded in 340ms:
NOTES_WORDS 403
UTC 02:11:53
p0.0033 {"edit": {"calls": [0, 1, 2], "points": 180, "flips": 2, "kl": 0.003816, "dlogp": 0.00749, "syntax_flips": 0, "close_flips": 0, "close_delta": 0.04176}, "ctrl": {"calls": [0, 1, 2], "points": 180, "flips": 2, "kl": 0.003898, "dlogp": 0.000259, "syntax_flips": 0, "close_flips": 0, "close_delta": 0.023217}}
q0.01 {"edit": {"calls": [0, 3], "points": 150, "flips": 4, "kl": 0.036873, "dlogp": 0.015489, "syntax_flips": 0, "close_flips": 1, "close_delta": -0.241917}, "ctrl": {"calls": [0], "points": 54, "flips": 0, "kl": 0.015944, "dlogp": 0.021084, "syntax_flips": 0, "close_flips": 0, "close_delta": 0.019861}}
first_receipt.json protected-spectrum-r4-033 2026-11-15T01:50:56Z
protected_first.log ARM p0.0033 2 edit 134.4 | ARM p0.0033 2 ctrl 125.6
three_driver.log BASE 0031 3 163.0 | ARM q0.01 3 edit 159.7
fallback_second.log OK stacked 2 adapters: rank 5, 240 modules, 57414648 bytes | OK stacked 2 adapters: rank 5, 240 modules, 57414648 bytes
INPUT_LENGTHS [(0, 3318), (1, 3511), (2, 3422), (3, 5397)]

diff --git a/turn17/build_first.sh b/turn17/build_first.sh
new file mode 100644
index 0000000000000000000000000000000000000000..08993a30ecd64f1e6bf01f5f0e287988a1713b16
--- /dev/null
+++ b/turn17/build_first.sh
@@ -0,0 +1,11 @@
+#!/bin/bash
+set -euo pipefail
+A=/home/keith/gemma-v2/wsp31/authors/gpt
[... 1152 lines cut ...]
+Dose search: {json.dumps(selection)}. 3% first-call edit broke syntax and close (37/54 flips, KL 6.13); reverse also broke (30/54, KL 3.09). It is not queued. Larger dose can invert a selected mode (max alpha 1.505). CPU replay uses exact prefixes on four reused stage1 development calls, mirror=True; edited CPU backend NOT VERIFIED against serving. Never claim these checks predict solve rate.
+
+{gpu} Free-generated syntax and long-thought behavior are missing unless generation.json proves otherwise. Keep all code/turn17 inputs and receipts; scratch remains below 10 GB. Remaining: finish selected replay, checks, reproducibility, record and READY; then consider the second base. Full preflight receipts and official size reports are under each scratch candidate.
+'''
+assert len(text.split())<600,len(text.split());(A/'NOTES.md').write_text(text)
+print('NOTES_WORDS',len(text.split()))

**Evaluating test timing and failure risks**

 succeeded in 244ms:
UTC 02:13:08
p0.0033 {"edit": {"calls": [0, 1, 2], "points": 180, "flips": 2, "kl": 0.003816, "dlogp": 0.00749, "syntax_flips": 0, "close_flips": 0, "close_delta": 0.04176}, "ctrl": {"calls": [0, 1, 2], "points": 180, "flips": 2, "kl": 0.003898, "dlogp": 0.000259, "syntax_flips": 0, "close_flips": 0, "close_delta": 0.023217}}
q0.01 {"edit": {"calls": [0, 3], "points": 150, "flips": 4, "kl": 0.036873, "dlogp": 0.015489, "syntax_flips": 0, "close_flips": 1, "close_delta": -0.241917}, "ctrl": {"calls": [0], "points": 54, "flips": 0, "kl": 0.015944, "dlogp": 0.021084, "syntax_flips": 0, "close_flips": 0, "close_delta": 0.019861}}
first_receipt.json protected-spectrum-r4-033 2026-11-15T01:50:56Z
protected_first.log ARM p0.0033 2 edit 134.4 | ARM p0.0033 2 ctrl 125.6
three_driver.log BASE 0031 3 163.0 | ARM q0.01 3 edit 159.7
fallback_second.log OK stacked 2 adapters: rank 5, 240 modules, 57414648 bytes | OK stacked 2 adapters: rank 5, 240 modules, 57414648 bytes
INPUT_LENGTHS [(0, 3318), (1, 3511), (2, 3422), (3, 5397)]

diff --git a/turn17/build_first.sh b/turn17/build_first.sh
new file mode 100644
index 0000000000000000000000000000000000000000..08993a30ecd64f1e6bf01f5f0e287988a1713b16
--- /dev/null
+++ b/turn17/build_first.sh
@@ -0,0 +1,11 @@
+#!/bin/bash
+set -euo pipefail
+A=/home/keith/gemma-v2/wsp31/authors/gpt
+PY=/home/keith/gemma-v2/tii-venv/bin/python
[... 1151 lines cut ...]
+Dose search: {json.dumps(selection)}. 3% first-call edit broke syntax and close (37/54 flips, KL 6.13); reverse also broke (30/54, KL 3.09). It is not queued. Larger dose can invert a selected mode (max alpha 1.505). CPU replay uses exact prefixes on four reused stage1 development calls, mirror=True; edited CPU backend NOT VERIFIED against serving. Never claim these checks predict solve rate.
+
+{gpu} Free-generated syntax and long-thought behavior are missing unless generation.json proves otherwise. Keep all code/turn17 inputs and receipts; scratch remains below 10 GB. Remaining: finish selected replay, checks, reproducibility, record and READY; then consider the second base. Full preflight receipts and official size reports are under each scratch candidate.
+'''
+assert len(text.split())<600,len(text.split());(A/'NOTES.md').write_text(text)
+print('NOTES_WORDS',len(text.split()))

**Managing precompute and cache readiness**

 succeeded in 250ms:
UTC 02:14:23
p0.0033 {"edit": {"calls": [0, 1, 2], "points": 180, "flips": 2, "kl": 0.003816, "dlogp": 0.00749, "syntax_flips": 0, "close_flips": 0, "close_delta": 0.04176}, "ctrl": {"calls": [0, 1, 2], "points": 180, "flips": 2, "kl": 0.003898, "dlogp": 0.000259, "syntax_flips": 0, "close_flips": 0, "close_delta": 0.023217}}
q0.01 {"edit": {"calls": [0, 3], "points": 150, "flips": 4, "kl": 0.036873, "dlogp": 0.015489, "syntax_flips": 0, "close_flips": 1, "close_delta": -0.241917}, "ctrl": {"calls": [0], "points": 54, "flips": 0, "kl": 0.015944, "dlogp": 0.021084, "syntax_flips": 0, "close_flips": 0, "close_delta": 0.019861}}
q0.0033 {"edit": {"calls": [0], "points": 54, "flips": 0, "kl": 0.001334, "dlogp": 0.007369, "syntax_flips": 0, "close_flips": 0, "close_delta": -0.021727}}
first_receipt.json protected-spectrum-r4-033 2026-11-15T01:50:56Z
protected_first.log ARM p0.0033 2 edit 134.4 | ARM p0.0033 2 ctrl 125.6
three_driver.log BASE 0031 3 163.0 | ARM q0.01 3 edit 159.7
fallback_second.log OK stacked 2 adapters: rank 5, 240 modules, 57414648 bytes | ARM q0.0033 0 edit 118.4
INPUT_LENGTHS [(0, 3318), (1, 3511), (2, 3422), (3, 5397)]

diff --git a/turn17/build_first.sh b/turn17/build_first.sh
new file mode 100644
index 0000000000000000000000000000000000000000..08993a30ecd64f1e6bf01f5f0e287988a1713b16
--- /dev/null
+++ b/turn17/build_first.sh
@@ -0,0 +1,11 @@
+#!/bin/bash
+set -euo pipefail
+A=/home/keith/gemma-v2/wsp31/authors/gpt
[... 1153 lines cut ...]
+
+{gpu} Free-generated syntax and long-thought behavior are missing unless generation.json proves otherwise. Keep all code/turn17 inputs and receipts; scratch remains below 10 GB. Remaining: finish selected replay, checks, reproducibility, record and READY; then consider the second base. Full preflight receipts and official size reports are under each scratch candidate.
+'''
+assert len(text.split())<600,len(text.split());(A/'NOTES.md').write_text(text)
+print('NOTES_WORDS',len(text.split()))

**Summarizing operation status and constraints**
**Finalizing disk usage audit script**

 succeeded in 2282ms:
diff --git a/turn17/build_first.sh b/turn17/build_first.sh
new file mode 100644
index 0000000000000000000000000000000000000000..08993a30ecd64f1e6bf01f5f0e287988a1713b16
--- /dev/null
+++ b/turn17/build_first.sh
@@ -0,0 +1,11 @@
+#!/bin/bash
+set -euo pipefail
+A=/home/keith/gemma-v2/wsp31/authors/gpt
+PY=/home/keith/gemma-v2/tii-venv/bin/python
+export CUDA_VISIBLE_DEVICES=''
+export WSP31_WORK=$A/scratch/turn17
+export OMP_NUM_THREADS=8
+$PY -u "$A/code/turn17/spectral.py" fit --base unedited
+for dose in 0.0033 0.01 0.03; do
+  $PY -u "$A/code/turn17/spectral.py" build --base unedited --out "$A/scratch/turn17/u$dose" --dose "$dose"
+done
diff --git a/turn17/complete_round.py b/turn17/complete_round.py
new file mode 100644
[... 1144 lines cut ...]
+Dose search: {json.dumps(selection)}. 3% first-call edit broke syntax and close (37/54 flips, KL 6.13); reverse also broke (30/54, KL 3.09). It is not queued. Larger dose can invert a selected mode (max alpha 1.505). CPU replay uses exact prefixes on four reused stage1 development calls, mirror=True; edited CPU backend NOT VERIFIED against serving. Never claim these checks predict solve rate.
+
+{gpu} Free-generated syntax and long-thought behavior are missing unless generation.json proves otherwise. Keep all code/turn17 inputs and receipts; scratch remains below 10 GB. Remaining: finish selected replay, checks, reproducibility, record and READY; then consider the second base. Full preflight receipts and official size reports are under each scratch candidate.
+'''
+assert len(text.split())<600,len(text.split());(A/'NOTES.md').write_text(text)
+print('NOTES_WORDS',len(text.split()))

**Verifying scratch directory size**

 succeeded in 234ms:
5798617091	/home/keith/gemma-v2/wsp31/authors/gpt/scratch

diff --git a/turn17/build_first.sh b/turn17/build_first.sh
new file mode 100644
index 0000000000000000000000000000000000000000..08993a30ecd64f1e6bf01f5f0e287988a1713b16
--- /dev/null
+++ b/turn17/build_first.sh
@@ -0,0 +1,11 @@
+#!/bin/bash
+set -euo pipefail
+A=/home/keith/gemma-v2/wsp31/authors/gpt
+PY=/home/keith/gemma-v2/tii-venv/bin/python
+export CUDA_VISIBLE_DEVICES=''
+export WSP31_WORK=$A/scratch/turn17
+export OMP_NUM_THREADS=8
+$PY -u "$A/code/turn17/spectral.py" fit --base unedited
+for dose in 0.0033 0.01 0.03; do
+  $PY -u "$A/code/turn17/spectral.py" build --base unedited --out "$A/scratch/turn17/u$dose" --dose "$dose"
+done
[... 2315 lines cut ...]
[line removed by the dashboard scrubber]
+
+Dose search: {json.dumps(selection)}. 3% first-call edit broke syntax and close (37/54 flips, KL 6.13); reverse also broke (30/54, KL 3.09). It is not queued. Larger dose can invert a selected mode (max alpha 1.505). CPU replay uses exact prefixes on four reused stage1 development calls, mirror=True; edited CPU backend NOT VERIFIED against serving. Never claim these checks predict solve rate.
+
+{gpu} Free-generated syntax and long-thought behavior are missing unless generation.json proves otherwise. Keep all code/turn17 inputs and receipts; scratch remains below 10 GB. Remaining: finish selected replay, checks, reproducibility, record and READY; then consider the second base. Full preflight receipts and official size reports are under each scratch candidate.
+'''
+assert len(text.split())<600,len(text.split());(A/'NOTES.md').write_text(text)
+print('NOTES_WORDS',len(text.split()))

 succeeded in 245ms:
UTC 02:15:57
p0.0033 {"edit": {"calls": [0, 1, 2], "points": 180, "flips": 2, "kl": 0.003816, "dlogp": 0.00749, "syntax_flips": 0, "close_flips": 0, "close_delta": 0.04176}, "ctrl": {"calls": [0, 1, 2], "points": 180, "flips": 2, "kl": 0.003898, "dlogp": 0.000259, "syntax_flips": 0, "close_flips": 0, "close_delta": 0.023217}}
q0.01 {"edit": {"calls": [0, 3], "points": 150, "flips": 4, "kl": 0.036873, "dlogp": 0.015489, "syntax_flips": 0, "close_flips": 1, "close_delta": -0.241917}, "ctrl": {"calls": [0], "points": 54, "flips": 0, "kl": 0.015944, "dlogp": 0.021084, "syntax_flips": 0, "close_flips": 0, "close_delta": 0.019861}}
q0.0033 {"edit": {"calls": [0], "points": 54, "flips": 0, "kl": 0.001334, "dlogp": 0.007369, "syntax_flips": 0, "close_flips": 0, "close_delta": -0.021727}, "ctrl": {"calls": [0], "points": 54, "flips": 0, "kl": 0.000852, "dlogp": 0.004468, "syntax_flips": 0, "close_flips": 0, "close_delta": 0.011839}}
first_receipt.json protected-spectrum-r4-033 2026-11-15T01:50:56Z
protected_first.log ARM p0.0033 2 edit 134.4 | ARM p0.0033 2 ctrl 125.6
three_driver.log BASE 0031 3 163.0 | ARM q0.01 3 edit 159.7
fallback_second.log ARM q0.0033 0 edit 118.4 | ARM q0.0033 0 ctrl 78.1
INPUT_LENGTHS [(0, 3318), (1, 3511), (2, 3422), (3, 5397)]

diff --git a/turn17/build_first.sh b/turn17/build_first.sh
new file mode 100644
index 0000000000000000000000000000000000000000..08993a30ecd64f1e6bf01f5f0e287988a1713b16
--- /dev/null
+++ b/turn17/build_first.sh
@@ -0,0 +1,11 @@
+#!/bin/bash
+set -euo pipefail
+A=/home/keith/gemma-v2/wsp31/authors/gpt
[... 1154 lines cut ...]
+Dose search: {json.dumps(selection)}. 3% first-call edit broke syntax and close (37/54 flips, KL 6.13); reverse also broke (30/54, KL 3.09). It is not queued. Larger dose can invert a selected mode (max alpha 1.505). CPU replay uses exact prefixes on four reused stage1 development calls, mirror=True; edited CPU backend NOT VERIFIED against serving. Never claim these checks predict solve rate.
+
+{gpu} Free-generated syntax and long-thought behavior are missing unless generation.json proves otherwise. Keep all code/turn17 inputs and receipts; scratch remains below 10 GB. Remaining: finish selected replay, checks, reproducibility, record and READY; then consider the second base. Full preflight receipts and official size reports are under each scratch candidate.
+'''
+assert len(text.split())<600,len(text.split());(A/'NOTES.md').write_text(text)
+print('NOTES_WORDS',len(text.split()))

**Reviewing initial question status**

 succeeded in 309ms:
UTC 02:16:51
p0.0033 {"edit": {"calls": [0, 1, 2], "points": 180, "flips": 2, "kl": 0.003816, "dlogp": 0.00749, "syntax_flips": 0, "close_flips": 0, "close_delta": 0.04176}, "ctrl": {"calls": [0, 1, 2], "points": 180, "flips": 2, "kl": 0.003898, "dlogp": 0.000259, "syntax_flips": 0, "close_flips": 0, "close_delta": 0.023217}}
q0.01 {"edit": {"calls": [0, 3], "points": 150, "flips": 4, "kl": 0.036873, "dlogp": 0.015489, "syntax_flips": 0, "close_flips": 1, "close_delta": -0.241917}, "ctrl": {"calls": [0], "points": 54, "flips": 0, "kl": 0.015944, "dlogp": 0.021084, "syntax_flips": 0, "close_flips": 0, "close_delta": 0.019861}}
q0.0033 {"edit": {"calls": [0], "points": 54, "flips": 0, "kl": 0.001334, "dlogp": 0.007369, "syntax_flips": 0, "close_flips": 0, "close_delta": -0.021727}, "ctrl": {"calls": [0], "points": 54, "flips": 0, "kl": 0.000852, "dlogp": 0.004468, "syntax_flips": 0, "close_flips": 0, "close_delta": 0.011839}}
first_receipt.json protected-spectrum-r4-033 2026-11-15T01:50:56Z
protected_first.log ARM p0.0033 2 edit 134.4 | ARM p0.0033 2 ctrl 125.6
three_driver.log BASE 0031 3 163.0 | ARM q0.01 3 edit 159.7
fallback_second.log ARM q0.0033 0 edit 118.4 | ARM q0.0033 0 ctrl 78.1
INPUT_LENGTHS [(0, 3318), (1, 3511), (2, 3422), (3, 5397)]

diff --git a/turn17/build_first.sh b/turn17/build_first.sh
new file mode 100644
index 0000000000000000000000000000000000000000..08993a30ecd64f1e6bf01f5f0e287988a1713b16
--- /dev/null
+++ b/turn17/build_first.sh
@@ -0,0 +1,11 @@
+#!/bin/bash
+set -euo pipefail
+A=/home/keith/gemma-v2/wsp31/authors/gpt
[... 1156 lines cut ...]
+{gpu} Free-generated syntax and long-thought behavior are missing unless generation.json proves otherwise. Keep all code/turn17 inputs and receipts; scratch remains below 10 GB. Remaining: finish selected replay, checks, reproducibility, record and READY; then consider the second base. Full preflight receipts and official size reports are under each scratch candidate.
+'''
+assert len(text.split())<600,len(text.split());(A/'NOTES.md').write_text(text)
+print('NOTES_WORDS',len(text.split()))

[line removed by the dashboard scrubber]
**Evaluating global status necessity**
**Noting update timing**

 succeeded in 296ms:
UTC 02:18:09
p0.0033 {"edit": {"calls": [0, 1, 2], "points": 180, "flips": 2, "kl": 0.003816, "dlogp": 0.00749, "syntax_flips": 0, "close_flips": 0, "close_delta": 0.04176}, "ctrl": {"calls": [0, 1, 2], "points": 180, "flips": 2, "kl": 0.003898, "dlogp": 0.000259, "syntax_flips": 0, "close_flips": 0, "close_delta": 0.023217}}
q0.01 {"edit": {"calls": [0, 3], "points": 150, "flips": 4, "kl": 0.036873, "dlogp": 0.015489, "syntax_flips": 0, "close_flips": 1, "close_delta": -0.241917}, "ctrl": {"calls": [0], "points": 54, "flips": 0, "kl": 0.015944, "dlogp": 0.021084, "syntax_flips": 0, "close_flips": 0, "close_delta": 0.019861}}
q0.0033 {"edit": {"calls": [0, 3], "points": 150, "flips": 3, "kl": 0.004793, "dlogp": -0.001548, "syntax_flips": 0, "close_flips": 1, "close_delta": -0.131327}, "ctrl": {"calls": [0], "points": 54, "flips": 0, "kl": 0.000852, "dlogp": 0.004468, "syntax_flips": 0, "close_flips": 0, "close_delta": 0.011839}}
first_receipt.json protected-spectrum-r4-033 2026-11-15T01:50:56Z
protected_first.log ARM p0.0033 2 edit 134.4 | ARM p0.0033 2 ctrl 125.6
three_driver.log BASE 0031 3 163.0 | ARM q0.01 3 edit 159.7
fallback_second.log ARM q0.0033 0 ctrl 78.1 | ARM q0.0033 3 edit 141.0
INPUT_LENGTHS [(0, 3318), (1, 3511), (2, 3422), (3, 5397)]

diff --git a/turn17/build_first.sh b/turn17/build_first.sh
new file mode 100644
index 0000000000000000000000000000000000000000..08993a30ecd64f1e6bf01f5f0e287988a1713b16
--- /dev/null
+++ b/turn17/build_first.sh
@@ -0,0 +1,11 @@
+#!/bin/bash
+set -euo pipefail
+A=/home/keith/gemma-v2/wsp31/authors/gpt
[... 1156 lines cut ...]
+{gpu} Free-generated syntax and long-thought behavior are missing unless generation.json proves otherwise. Keep all code/turn17 inputs and receipts; scratch remains below 10 GB. Remaining: finish selected replay, checks, reproducibility, record and READY; then consider the second base. Full preflight receipts and official size reports are under each scratch candidate.
+'''
+assert len(text.split())<600,len(text.split());(A/'NOTES.md').write_text(text)
+print('NOTES_WORDS',len(text.split()))

**Analyzing task constraints and queue management**
**Managing replay with resource constraints**
**Assessing task completion status**

 succeeded in 257ms:
NOTES_WORDS 416
UTC 02:19:40
p0.0033 {"edit": {"calls": [0, 1, 2], "points": 180, "flips": 2, "kl": 0.003816, "dlogp": 0.00749, "syntax_flips": 0, "close_flips": 0, "close_delta": 0.04176}, "ctrl": {"calls": [0, 1, 2], "points": 180, "flips": 2, "kl": 0.003898, "dlogp": 0.000259, "syntax_flips": 0, "close_flips": 0, "close_delta": 0.023217}}
q0.01 {"edit": {"calls": [0, 3], "points": 150, "flips": 4, "kl": 0.036873, "dlogp": 0.015489, "syntax_flips": 0, "close_flips": 1, "close_delta": -0.241917}, "ctrl": {"calls": [0], "points": 54, "flips": 0, "kl": 0.015944, "dlogp": 0.021084, "syntax_flips": 0, "close_flips": 0, "close_delta": 0.019861}}
q0.0033 {"edit": {"calls": [0, 3], "points": 150, "flips": 3, "kl": 0.004793, "dlogp": -0.001548, "syntax_flips": 0, "close_flips": 1, "close_delta": -0.131327}, "ctrl": {"calls": [0, 3], "points": 150, "flips": 0, "kl": 0.002121, "dlogp": 0.001852, "syntax_flips": 0, "close_flips": 0, "close_delta": -0.051435}}
first_receipt.json protected-spectrum-r4-033 2026-11-15T01:50:56Z
protected_first.log ARM p0.0033 2 edit 134.4 | ARM p0.0033 2 ctrl 125.6
three_driver.log BASE 0031 3 163.0 | ARM q0.01 3 edit 159.7
fallback_second.log                              output=stdout, stderr=stderr) | subprocess.CalledProcessError: Command '['/home/keith/gemma-v2/tii-venv/bin/python', '/home/keith/gemma-v2/wsp31/authors/gpt/code/turn17/freeze_protected.py', '--base', '0031', '--
INPUT_LENGTHS [(0, 3318), (1, 3511), (2, 3422), (3, 5397)]

diff --git a/turn17/build_first.sh b/turn17/build_first.sh
new file mode 100644
index 0000000000000000000000000000000000000000..08993a30ecd64f1e6bf01f5f0e287988a1713b16
--- /dev/null
+++ b/turn17/build_first.sh
@@ -0,0 +1,11 @@
+#!/bin/bash
+set -euo pipefail
[... 1167 lines cut ...]
+Dose search: {json.dumps(selection)}. 3% first-call edit broke syntax and close (37/54 flips, KL 6.13); reverse also broke (30/54, KL 3.09). It is not queued. Larger dose can invert a selected mode (max alpha 1.505). CPU replay uses exact prefixes on four reused stage1 development calls, mirror=True; edited CPU backend NOT VERIFIED against serving. Never claim these checks predict solve rate.
+
+{gpu} Free-generated syntax and long-thought behavior are missing unless generation.json proves otherwise. Keep all code/turn17 inputs and receipts; scratch remains below 10 GB. Remaining: finish selected replay, checks, reproducibility, record and READY; then consider the second base. Full preflight receipts and official size reports are under each scratch candidate.
+'''
+assert len(text.split())<600,len(text.split());(A/'NOTES.md').write_text(text)
+print('NOTES_WORDS',len(text.split()))

**Finalizing audit and verification process**

 succeeded in 1253ms:
FINAL_AUDIT {"entries": 1, "notes_words": 449, "completed_utc": "2026-11-15T02:20:10Z", "slugs": ["protected-spectrum-r4-033"]}

diff --git a/turn17/build_first.sh b/turn17/build_first.sh
new file mode 100644
index 0000000000000000000000000000000000000000..08993a30ecd64f1e6bf01f5f0e287988a1713b16
--- /dev/null
+++ b/turn17/build_first.sh
@@ -0,0 +1,11 @@
+#!/bin/bash
+set -euo pipefail
+A=/home/keith/gemma-v2/wsp31/authors/gpt
+PY=/home/keith/gemma-v2/tii-venv/bin/python
+export CUDA_VISIBLE_DEVICES=''
+export WSP31_WORK=$A/scratch/turn17
+export OMP_NUM_THREADS=8
+$PY -u "$A/code/turn17/spectral.py" fit --base unedited
+for dose in 0.0033 0.01 0.03; do
+  $PY -u "$A/code/turn17/spectral.py" build --base unedited --out "$A/scratch/turn17/u$dose" --dose "$dose"
+done
[... 1158 lines cut ...]
+Dose search: {json.dumps(selection)}. 3% first-call edit broke syntax and close (37/54 flips, KL 6.13); reverse also broke (30/54, KL 3.09). It is not queued. Larger dose can invert a selected mode (max alpha 1.505). CPU replay uses exact prefixes on four reused stage1 development calls, mirror=True; edited CPU backend NOT VERIFIED against serving. Never claim these checks predict solve rate.
+
+{gpu} Free-generated syntax and long-thought behavior are missing unless generation.json proves otherwise. Keep all code/turn17 inputs and receipts; scratch remains below 10 GB. Remaining: finish selected replay, checks, reproducibility, record and READY; then consider the second base. Full preflight receipts and official size reports are under each scratch candidate.
+'''
+assert len(text.split())<600,len(text.split());(A/'NOTES.md').write_text(text)
+print('NOTES_WORDS',len(text.split()))

**Verifying process states and final notes**

 succeeded in 255ms:
# Author gpt - turn 17 complete

[line removed by the dashboard scrubber]

- protected-spectrum-r4-033: base unedited, READY 2026-11-15T01:50:56Z. Rank 4, 120 writers, whole-network 0.329999%. CPU 3 calls, 180 points per arm: edit/control top changes 2/2, KL 0.003816/0.003898, recorded-close delta +0.041760/+0.023217. No syntax or close top changes.

Both arms passed official CPU checkers on the final queue copies. Stored sizes were remeasured there; hashes match the immutable receipts. Independent config, weight and metadata rebuilds matched byte for byte. Exact reversed controls match rank, layers and matrix norms. CPU edited-serving agreement remains NOT VERIFIED. Replay uses reused stage1 exact prefixes and cannot show task gains or generalization.

[line removed by the dashboard scrubber]

Unprotected scouts at 3% and 1% broke syntax or closes. At 0.33%, three-call replay retained top closes but lowered their mean log p by 0.133786, beyond the -0.05 warning. Stopped before the fourth call; no scout READY. Preserve this failed evidence.

Last round: 0027 reader 0.33% null (-2); 0063 reader 0.66% harmful (-12, 12 empty patches versus 5). End code/prose damping. Earlier CPU guards did not predict rollout harm. 0048 awaits its runner result; no sealed task data read.

GPU pre-tests not run: The required TURN_OPEN marker is absent at lock acquisition; TOOLS.md permits GPU use only while that marker exists. No server started, no generated-turn toolcall_check, GPU closeprobe or delimprobe result. GPU 1 untouched. No agent rollouts launched. The absent TURN_OPEN marker, rather than an exhausted GPU wait, prevented serving tests.

[line removed by the dashboard scrubber]

 exited 1 in 275ms:
[... 2377 lines cut ...]
[line removed by the dashboard scrubber]
+
+Dose search: {json.dumps(selection)}. 3% first-call edit broke syntax and close (37/54 flips, KL 6.13); reverse also broke (30/54, KL 3.09). It is not queued. Larger dose can invert a selected mode (max alpha 1.505). CPU replay uses exact prefixes on four reused stage1 development calls, mirror=True; edited CPU backend NOT VERIFIED against serving. Never claim these checks predict solve rate.
+
+{gpu} Free-generated syntax and long-thought behavior are missing unless generation.json proves otherwise. Keep all code/turn17 inputs and receipts; scratch remains below 10 GB. Remaining: finish selected replay, checks, reproducibility, record and READY; then consider the second base. Full preflight receipts and official size reports are under each scratch candidate.
+'''
+assert len(text.split())<600,len(text.split());(A/'NOTES.md').write_text(text)
+print('NOTES_WORDS',len(text.split()))

 succeeded in 246ms:
NOTES_WORDS 454

diff --git a/turn17/build_first.sh b/turn17/build_first.sh
new file mode 100644
index 0000000000000000000000000000000000000000..08993a30ecd64f1e6bf01f5f0e287988a1713b16
--- /dev/null
+++ b/turn17/build_first.sh
@@ -0,0 +1,11 @@
+#!/bin/bash
+set -euo pipefail
+A=/home/keith/gemma-v2/wsp31/authors/gpt
+PY=/home/keith/gemma-v2/tii-venv/bin/python
+export CUDA_VISIBLE_DEVICES=''
+export WSP31_WORK=$A/scratch/turn17
+export OMP_NUM_THREADS=8
+$PY -u "$A/code/turn17/spectral.py" fit --base unedited
+for dose in 0.0033 0.01 0.03; do
+  $PY -u "$A/code/turn17/spectral.py" build --base unedited --out "$A/scratch/turn17/u$dose" --dose "$dose"
+done
[... 1173 lines cut ...]
+Dose search: {json.dumps(selection)}. 3% first-call edit broke syntax and close (37/54 flips, KL 6.13); reverse also broke (30/54, KL 3.09). It is not queued. Larger dose can invert a selected mode (max alpha 1.505). CPU replay uses exact prefixes on four reused stage1 development calls, mirror=True; edited CPU backend NOT VERIFIED against serving. Never claim these checks predict solve rate.
+
+{gpu} Free-generated syntax and long-thought behavior are missing unless generation.json proves otherwise. Keep all code/turn17 inputs and receipts; scratch remains below 10 GB. Remaining: finish selected replay, checks, reproducibility, record and READY; then consider the second base. Full preflight receipts and official size reports are under each scratch candidate.
+'''
+assert len(text.split())<600,len(text.split());(A/'NOTES.md').write_text(text)
+print('NOTES_WORDS',len(text.split()))

**Formatting final summary**