{"chunks":1,"id":"t011","last_seq":0,"rows":[{"i":0,"kind":"user","long":false,"text":"You are author 'claude' in the wsp31 weight-editing programme. This is turn 11. Your full instructions are in a brief on host wrx90. First run:  ssh -o BatchMode=yes wrx90 'cat /home/keith/gemma-v2/wsp31/authors/BRIEF.md'  and follow it exactly, working as author 'claude' (your directory is /home/keith/gemma-v2/wsp31/authors/claude/). The results of your last round, and every other author's entries and results, are in /home/keith/gemma-v2/wsp31/authors/claude/RESULTS.md on wrx90: read it before you decide anything. This turn submits ONE round of at most two queue entries; a third is rejected, and your next turn opens only when this round has been screened. You have 90 minutes of wall-clock time and are stopped at the limit, so finish each entry completely (READY file) before starting the next and keep NOTES.md current as you go. Work autonomously: nobody will answer questions during the turn."},{"i":1,"kind":"tool","long":false,"text":"Bash: ssh -o BatchMode=yes wrx90 'cat /home/keith/gemma-v2/wsp31/authors/BRIEF.md'"},{"i":2,"kind":"output","long":true,"text":"# wsp31 author brief (read fully at the start of every turn)\n\nYou are one of three authors (claude, gpt, gemini) taking turns. Your job: make Gemma 4 31B solve more coding-agent\ntasks **by editing its weights, with no training**. You read the model (weights, activations, traces, failures),\ndecide what to change, build the change as a closed-form edit, predict its effect, and queue it. A separate runner\nspends the rollouts and writes the measured result next to your prediction. You are scored on tasks gained over the\nchampion in the same batch (the unedited model plus the edits that have already passed; see \"The champion\"), on the\nmargin over your matched control, and on how well your predictions held.\n\n**Be bold.** Small safe nudges were tried on the 4B model and were lost in the noise (see `PRIOR_E4B.md`). You get\ntwo entries per round and then wait for their results, so each one counts; a third variation of a null result is a\nwasted round. High-risk ideas with a clear mechanism and a\nprediction that could be wrong are what this programme wants. Say what would prove you wrong.\n\n## Where you work\n\n- Everything happens on host `wrx90`, reached with `ssh -o BatchMode=yes wrx90 '<command>'`. Write scripts in your\n  local working directory, copy them with `scp`, run them with ssh. Keep ssh output small (`tail`, `cut`, `head`).\n- Root: `/home/keith/gemma-v2` (below: `$R`). Python: `$R/tii-venv/bin/python` (torch, transformers, vLLM 0.19.1,\n  peft, safetensors; no scipy). `. $R/env.sh` sets `R` and `PY`.\n[... 206 lines cut ...]\n- An edit that passes both stages is promoted: it becomes part of the champion for everything after it.\n- The champion is confirmed on tasks you do not see, against the unedited model, and the final champion gets one\n  pre-registered held-out run. A changed edit is a new edit.\n- A combination of your own edits is a new queue entry with its own record, prediction and control. Combining with\n  edits that already passed needs nothing from you: that is what the champion does.\n\nSingle-run agent evaluations are noisy by several tasks. An edit worth having shows up as ten or more tasks.\nAim there."},{"i":3,"kind":"tool","long":false,"text":"Bash: ssh -o BatchMode=yes wrx90 'cd /home/keith/gemma-v2/wsp31/authors/claude; cat NOTES.md; echo ======; wc -c RESULTS.md; cat RESULTS.md | head -c 30000'"},{"i":4,"kind":"output","long":true,"text":"# Notes of author claude (rewritten end of turn 8, 14 Nov 2026, 1:42 AM ET)\n\n## Scored so far\n- 0008, 0020, 0021 (depth gate writing the end-of-thought state): harmful. Parked 0007, 0009, 0010,\n  0022, 0023 are the same family: never resubmit.\n- 0031 `icv-brief-b20`: +9.0 by the rule (77 against 72 and 64), waiting for stage 2. 0032 `icv-brief-b40`: +3.0 (71).\n  x001 counters, unedited / dose 2 / dose 4: budget endings 45, 46 / 32 / 19; empty patch 21, 18 / 13 / 8;\n[line removed by the dashboard scrubber]\n  Box batches have no request logs; `code/x_stats.py`, `x_seq.py`, `tr_look.py` read results and traces.\n\n## Queued in turn 8\n- 0038 `fcv-brief-b20`: paragraph I1 at dose 2 again, on the fourth-quietest neuron, self-consistent compile\n  (`code/fcv_job.py`: hooked pass, a layer writes only what its shift still lacks). A replication of 0031 at about\n  0.7 of its stream shift. Predicted -2 to 8.\n- 0039 `fcv-brief-exact-b20`: the pair I1 + I5 (\"be exact about what the issue asks ...\"), same neurons, compile, dose\n  (`code/fcv2_job.py`). Its difference to the sister in the same batch is I5's effect. Predicted -4 to 8;\n  difference -5 to +6.\n- If 0031 is promoted first, both stack on it to I1 at dose 4: expect null or harm; then queue I5 alone.\n\n## Learned\n[... 172 lines cut ...]\n| 0027 | gpt | code-reader-damp-r4-033 | Damp the code-versus-prose style contrast in readers in all layers at 0.33 percent | parked | -8 to +14 |  |  | - |\n| 0028 new | gemini | nullspace-close-r4-midlate | Protocol-nullspace rank-4 exact thought-close writer subspace across L10-59 (0.48%) | done | +1 to +13 | -10.5 (62 vs 73) |  | harmful |\n| 0035 new | gpt | source-grounding-icv-b3 | Source-grounding instruction contrast across all 60 layers at dose 3 | done | -8 to +12 | -2.5 (79 vs 81) |  | null |\n| 0036 new | gpt | source-grounding-icv-b1 | Source-grounding instruction contrast across all 60 layers at dose 1 | done | -8 to +10 | -3.5 (78 vs 81) |  | null |\n| 0043 | gemini | spec-audit-thought-gate | Thought-gated reliability-shrunk Problem Statement spec-audit steering across all 60 MLP layers | running_s1 | +2 to +7 |  |  | - |\n| 0044 | gemini | dual-audit-postedit-boost | Stateful two-neuron post-edit spec-audit boost with thought and edit-history gating over 180 MLP matrices | running_s1 | +3 to +8.5 |  |  | - |\n| 0047 | gpt | paired-outcome-writers-r4-100 | Paired outcome writer map across all 60 layers at 1 percent | queued_s1 | -6 to +12 |  |  | - |\n| 0048 | gpt | paired-outcome-writers-r4-033 | Paired outcome writer map across all 60 layers at 0.33 percent | queued_s1 | -4 to +9 |  |  | - |"},{"i":5,"kind":"tool","long":false,"text":"Bash: ssh -o BatchMode=yes wrx90 'cd /home/keith/gemma-v2/wsp31; cat queue/STATUS.md | head -c 9000; echo =====; cat queue/CHAMPION.md | head -c 3000; echo ====; cat queue/config.json; ls -la authors/claude/ authors/claude/queue authors/claude/code | head -150'"},{"i":6,"kind":"output","long":true,"text":"# wsp31 queue status (2026-11-14 09:38:26 EST)\n\nRule: {\"s1_promote\": 3.0, \"s1_harmful\": -6.0, \"s2_min\": 4.0, \"ctrl_margin\": 5.0, \"total_pass\": 10.0, \"total_harmful\": -10.0}\n\nChampion (the base every new edit is scored against): Generation 0: the unedited model. No edit has passed yet.\n\nReference arms of a new batch: the unedited model served through an all-zero adapter, the same serving path as an edit (ledger record 0033).\n\n[line removed by the dashboard scrubber]\n\n## Batches\n\n| batch | stage | gpu | state | arms | rows | note |\n|---|---|---|---|---|---|---|\n| x002 | s1 | box | done | base e0028 e0016 aa | 480 | {\"base\": 73, \"episodes\": 120, \"aa\": [73, 72, 6, 5], \"arms\": {\"e0028\": [62, -10.5], \"e0016\": [73, 0.5]}} |\n| b002-supp1 | s1 | 1 | done | base e0008 e0011 aa | 124 | {\"tasks\": 31, \"record\": \"0041\", \"solved\": {\"base\": [60, 73], \"e0008\": [51, 67], \"e0011\": [51, 65], \"aa\": [62, 77]}} |\n| b008 | s2 | 0 | done | base e0031 c0031 aa | 872 | {\"base\": 114, \"episodes\": 218, \"aa\": [114, 111, 16, 13], \"arms\": {\"e0031\": [123, 10.5], \"c0031\": [119, 6.5]}} |\n| x003 | s1 | box | done | base e0035 e0036 aa | 480 | {\"base\": 81, \"episodes\": 120, \"aa\": [81, 82, 3, 4], \"arms\": {\"e0035\": [79, -2.5], \"e0036\": [78, -3.5]}} |\n| b004-supp1 | s1 | 1 | done | base e0021 e0020 aa | 76 | {\"tasks\": 19, \"record\": \"0042\", \"solved\": {\"base\": [56, 70], \"e0021\": [50, 60], \"e0020\": [47, 58], \"aa\": [59, 73]}} |\n| b009 | s2 | 1 | done | base e0032 c0032 aa | 872 | {\"base\": 127, \"episodes\": 218, \"aa\": [127, 114, 20, 7], \"arms\": {\"e0032\": [123, 2.5], \"c0032\": [120, -0.5]}} |\n[... 257 lines cut ...]\ndrwxrwxr-x  4 keith keith 4096 Nov 14 01:39 fcv-brief-b20\ndrwxrwxr-x  4 keith keith 4096 Nov 14 01:39 fcv-brief-exact-b20\ndrwxrwxr-x  4 keith keith 4096 Nov 13 19:51 icv-brief-b20\ndrwxrwxr-x  4 keith keith 4096 Nov 13 19:51 icv-brief-b40\ndrwxrwxr-x  4 keith keith 4096 Nov 13 01:08 net-deep-gate-close-b05\ndrwxrwxr-x  4 keith keith 4096 Nov 13 01:08 net-deep-gate-close-b12\ndrwxrwxr-x  4 keith keith 4096 Nov 13 01:08 net-preedit-commit-b12\ndrwxrwxr-x  4 keith keith 4096 Nov 13 01:08 net-preedit-commit-close-b05"},{"i":7,"kind":"tool","long":false,"text":"Bash: ssh -o BatchMode=yes wrx90 'cd /home/keith/gemma-v2/wsp31; wc -c tools/TOOLS.md tools/ARCH.md interp/REPORT.md; cat tools/TOOLS.md | head -c 22000'"},{"i":8,"kind":"output","long":true,"text":" 28053 tools/TOOLS.md\n  9736 tools/ARCH.md\n315339 interp/REPORT.md\n353128 total\n# wsp31 tools for edit authors\n\nChangelog (newest first; times US Eastern):\n- Fri 13 Nov, 3:51 PM: **three of the first four edits were harmful (-10 to -21 tasks): read \"Before you submit\"\n  (section 5) first.** GPU 0 for pre-tests only while an author turn is open (section 3). New `delimprobe.py`.\n[line removed by the dashboard scrubber]\n  12:39 AM speed (trap 12): **the server's rank limit sets the price of an adapter**.\n- Thu 12 Nov: 11:40 PM first served runs of `dose.py`, `validate.py`, `vgen.py`, `closeprobe.py`; 10:55 PM stacks\n  of rank 34 to 96 applied as written; 10:30 PM **thought-end pre-tests need exact contexts**, rank limits 64 or 128\n  (never 96); 10:00 PM champion support, network-wide builders; 8:36 PM first version. Earlier commands all still work.\n\nEverything here lives in `$R/wsp31/tools` (below `$T`; `$R = /home/keith/gemma-v2`). Each entry ends with\n**Verified by** (a measurement that was made) or **NOT VERIFIED YET** (written, first real run still queued; use it,\nbut do not build a claim on its numbers alone). Architecture facts are in `$T/ARCH.md` (read \"Consequences for\nweight edits\" there before designing an edit); measurements with commands are in `$T/REPORT.md`.\n\n[... 222 lines cut ...]\n\nThe other probes use the labelled decision points of the default set (section 6; `--traces 12 --per-trace 8\n[line removed by the dashboard scrubber]\n[line removed by the dashboard scrubber]\n[line removed by the dashboard scrubber]\n--alpha X`, `--project-out`. ACTIVE means only \"moves the distribution\": all four scored edits were ACTIVE, three\nharmful. `dose.py` serves one edit at each whole-network size and\nreports per dose the change at decision poi"},{"i":9,"kind":"tool","long":false,"text":"Bash: ssh -o BatchMode=yes wrx90 'date; cd /home/keith/gemma-v2/wsp31/authors/claude; cat code/x_stats.py; ls scratch; du -sh scratch; ls /home/keith/gemma-v2/results/wsp31/batches/x005/; ls /home/keith/gemma-v2/results/wsp31/batches/x005/base | head; tail -30 /home/keith/gemma-v2/tii-wsp31-doc/research/wsp31/LEDGER.md | cut -c1-600'"},{"i":10,"kind":"output","long":true,"text":"Sat Nov 14 09:39:07 AM EST 2026\nimport json, sys, statistics as st, collections\nB = \"/home/keith/gemma-v2/results/wsp31/batches/x001/\"\narms = {}\nfor a in [\"base\", \"aa\", \"e0031\", \"e0032\"]:\n    rows = {}\n    for l in open(B + a + \"/rebench/shard0_gpu0/task_results.jsonl\"):\n        r = json.loads(l); rows[r[\"instance_id\"]] = r\n    arms[a] = rows\n    errs = collections.Counter((r.get(\"agent_error\") or \"none\")[:45] for r in rows.values())\n[line removed by the dashboard scrubber]\n    tc = [r.get(\"tool_calls\") or 0 for r in rows.values()]\n[line removed by the dashboard scrubber]\n    sol = [r for r in rows.values() if r[\"resolved\"]]\n    tl = [r for r in rows.values() if \"timeout\" in (r.get(\"agent_error\") or \"\")]\n    print(a, \"n\", len(rows), \"solved\", len(sol), \"| out tok med %.0f mean %.0f | at10k %d | calls med %.0f | capped calls mean %.2f | empty %d | timeout %d (solved among them %d) | tok/call med %.0f\" % (\n        st.median(ot), st.mean(ot), sum(o >= 9990 for o in ot), st.median(tc), st.mean(cap),\n        sum(not r[\"patch_chars\"] for r in rows.values()), len(tl), sum(r[\"resolved\"] for r in tl),\n        st.median([o / max(1, t) for o, t in zip(ot, tc)])))\n    print(\"   \", dict(errs))\n[... 90 lines cut ...]\n| [0041](ledger/0041-claude-correction-b002-supp1.md) | 2026-11-14 | claude | edit | Correction of batch b002: 31 stage-1 task(s) run in their own images (b002-supp1) | wsp31_screen_v1, wsp31_screen_v2 / b002, b002-supp1 | done | n/a | corrected solved: base 60 to 73, e0008 51 to 67, e0011 51 to 65, aa 62 to 77 (of 120); verdict changes: none |\n| [0042](ledger/0042-claude-correction-b004-supp1.md) | 2026-11-14 | claude | edit | Correction of batch b004: 19 stage-1 task(s) run in their own images (b004-supp1) | wsp31_screen_v1, wsp31_screen_v2 / b004, b004-supp1 | done | n/a | corrected solved: base 56 to 70, e0021 50 to 60, e0020 47 to 58, aa 59 to 73 (of 120); verdict changes: none |\n| [0043](ledger/0043-gemini-spec-audit-thought-gate.md) | 2026-11-14 | gemini | edit | Thought-gated reliability-shrunk Problem Statement spec-audit steering across all 60 MLP layers | wsp31_screen_v2 / x006 | running | - | - |\n| [0044](ledger/0044-gemini-dual-audit-postedit-boost.md) | 2026-11-14 | gemini | edit | Stateful two-neuron post-edit spec-audit boost with thought and edit-history gating over 180 MLP matrices | wsp31_screen_v2 / x006 | running | - | - |\n| [0045](ledger/0045-claude-correction-b008-supp1.md) | 2026-11-14 | claude | edit | Correction of batch b008: 2 stage-2 task(s) run in their own images (b008-supp1) | wsp31_screen_v2 / b008, b008-supp1 | done | n/a | corrected solved: base 114 to 113, e0031 123 to 122, c0031 119 to 120, aa 111 to 112 (of 218); verdict changes: none |\n| [0046](ledger/0046-claude-correction-b009-supp1.md) | 2026-11-14 | claude | edit | Correction of batch b009: 2 stage-2 task(s) run in their own images (b009-supp1) | wsp31_screen_v2 / b009, b009-supp1 | done | n/a | corrected solved: base 127 to 127, e0032 123 to 123, c0032 120 to 120, aa 114 to 114 (of 218); verdict changes: none |\n| [0047](ledger/0047-gpt-paired-outcome-writers-r4-100.md) | 2026-11-14 | gpt | edit | Paired outcome writer map across all 60 layers at 1 percent | wsp31_screen_v2 / b010 | running | - | - |\n| [0048](ledger/0048-gpt-paired-outcome-writers-r4-033.md) | 2026-11-14 | gpt | edit | Paired outcome writer map across all 60 layers at 0.33 percent | wsp31_screen_v2 / b010 | running | - | - |"},{"i":11,"kind":"tool","long":false,"text":"Bash: ssh -o BatchMode=yes wrx90 'cd /home/keith/gemma-v2/wsp31/authors/claude; sed -e \"s#batches/x001/#batches/x004/#\" -e \"s/e0031/e0038/g\" -e \"s/e0032/e0039/g\" code/x_stats.py > scratch/x_stats4.py; /home/keith/gemma-v2/tii-venv/bin/python scratch/x_stats4.py 2>&1 | cut -c1-900 | head -60'"},{"i":12,"kind":"output","long":true,"text":"base n 120 solved 78 | out tok med 9990 mean 10470 | at10k 60 | calls med 22 | capped calls mean 2.83 | empty 7 | timeout 18 (solved among them 4) | tok/call med 373\n    {'none': 102, 'Agent exceeded session timeout (7.5 min)': 18}\n    {'patch_done_fail': 27, 'solved': 78, 'patch_timeout_fail': 8, 'empty': 7}\naa n 120 solved 76 | out tok med 9021 mean 10359 | at10k 48 | calls med 21 | capped calls mean 2.82 | empty 8 | timeout 21 (solved among them 5) | tok/call med 392\n    {'none': 99, 'Agent exceeded session timeout (7.5 min)': 21}\n    {'patch_done_fail': 28, 'solved': 76, 'empty': 8, 'patch_timeout_fail': 8}\ne0038 n 120 solved 75 | out tok med 6425 mean 8652 | at10k 42 | calls med 19 | capped calls mean 1.82 | empty 5 | timeout 11 (solved among them 1) | tok/call med 313\n    {'none': 109, 'Agent exceeded session timeout (7.5 min)': 11}\n    {'patch_done_fail': 34, 'solved': 75, 'empty': 5, 'patch_timeout_fail': 6}\ne0039 n 120 solved 79 | out tok med 6838 mean 8667 | at10k 41 | calls med 19 | capped calls mean 1.95 | empty 3 | timeout 15 (solved among them 1) | tok/call med 328\n    {'none': 105, 'Agent exceeded session timeout (7.5 min)': 15}\n    {'patch_done_fail': 27, 'solved': 79, 'empty': 3, 'patch_timeout_fail': 11}\n{\"agent_seconds\": 689.77, \"budget\": 20000, \"calls\": 37, \"capped_calls\": 18, \"no_limit_calls\": 3, \"uncounted_calls\": 0, \"wall_limit_hit\": false}\ne0038 gained over both:\n    [task] [('base', 7108, 16, 1756, ''), ('aa', 6140, 13, 1765, ''), ('e0038', 10469, 25, 1578, '')]\n    [task] [('base', 13054, 35, 2411, ''), ('aa', 20000, 42, 2463, 'Agent exceed'), ('e0038', 5748, 23, 1415, '')]\ne0038 lost vs both:\n    django-money__django-money.835c1ab8.combine_module__bqggrnha [('base', 8713, 26, 1350, ''), ('aa', 9144, 18, 1350, ''), ('e0038', 16014, 25, 1308, '')]\n    jsvine__pdfplumber.02ff4313.func_pm_remove_assign__1v9soh1j [('base', 6248, 22, 480, ''), ('aa', 5189, 21, 480, ''), ('e0038', 12532, 42, 923, '')]\n    mozilla__bleach.73871d76.func_pm_remove_cond__dfyej8pm [('base', 10005, 36, 1501, ''), ('aa', 9431, 27, 761, ''), ('e0038', 20000, 59, 957, 'Agent exceed')]\n[... 5 lines cut ...]\n    [task] [('base', 7108, 16, 1756, ''), ('aa', 6140, 13, 1765, ''), ('e0039', 8905, 17, 1174, '')]\n    [task] [('base', 13054, 35, 2411, ''), ('aa', 20000, 42, 2463, 'Agent exceed'), ('e0039', 10795, 49, 1255, '')]\ne0039 lost vs both:\n    pallets__markupsafe.620c06c9.combine_file__7pv2r8sa [('base', 10778, 20, 941, ''), ('aa', 9316, 19, 944, ''), ('e0039', 6129, 20, 768, '')]\n    prettytable__prettytable.ca90b055.combine_file__2mwa4qpg [('base', 6161, 16, 1068, ''), ('aa', 5778, 15, 1068, ''), ('e0039', 5136, 17, 1095, '')]\n    [task] [('base', 15103, 25, 1009, ''), ('aa', 13932, 35, 1363, ''), ('e0039', 15229, 25, 670, '')]\n    [task] [('base', 4253, 16, 1153, ''), ('aa', 9493, 43, 1811, ''), ('e0039', 5930, 32, 1874, '')]\n    rubik__radon.54b88e58.func_basic__8pbqxg0r [('base', 15883, 19, 1373, ''), ('aa', 16469, 21, 1447, ''), ('e0039', 20000, 26, 1516, 'Agent exceed')]"},{"i":13,"kind":"tool","long":false,"text":"Bash: ssh -o BatchMode=yes wrx90 'cd /home/keith/gemma-v2/wsp31/authors/claude; date; cat code/fcv_job.py; cat code/tr_look.py; cat code/gpu_hold9.sh; ls code/data scratch/job9 scratch/data | head -60'"},{"i":14,"kind":"output","long":true,"text":"Sat Nov 14 09:40:21 AM EST 2026\n\"\"\"fcv_job.py (author claude, turn 8): one GPU-0 hold with tools/g31.py (forward pass only, no server).\n\nSelf-consistent (\"faithful\") compile of the instruction paragraph I1 of code/icv_job.py into one always-on MLP neuron\nper layer. Turn 6 (entries icv-brief-b20 / b40) wrote delta_L = d_L - layer_scalar_L * d_{L-1}: that assumes a layer\npasses a shift of its input through unchanged. Layers respond to a shifted input, so the served edit moved the stream\nabout twice as far as the paragraph, at a cosine of 0.4 to 0.5. Here the write of layer L is what is still missing\nonce every earlier layer already carries the paragraph's mean shift:\n  one pass per call and dose beta with a hook after every layer L (on resid_post, all positions but BOS):\n      s_L = mean over the completion positions P of (resid_post_L of this pass - resid_post_L of the unedited pass)\n      c_L = beta * d_L - s_L ;  resid_post_L += c_L      (so the mean shift over P is beta * d_L after every layer)\n  F_L[beta] = mean over calls of c_L.  d_L is the paragraph's mean shift measured in turn 6 on the same calls\n  (code/data/icv_stats.pt). The always-on neuron (fourth-quietest neuron of the layer, not the third as in turn 6,\n  so that this edit and icv-brief-b20 can be stacked) writes F_L[beta].\nThen the turn-6 teacher-forced evaluation on the held-out calls: base, prompted with I1, each arm.\n`--mock` runs the plumbing on CPU with random numbers.\n\"\"\"\nimport json\nimport os\nimport random\n[... 314 lines cut ...]\nscratch/job9:\nad\nclose_G20.json\neval.pt\nfcv2_stats.pt\ngen.json\ngen_arms.txt\nsummary.json"},{"i":15,"kind":"tool","long":false,"text":"Write: C:\\Users\\Owner\\wsp31_loop\\work\\claude\\t11_tests.py"},{"i":16,"kind":"output","long":false,"text":"File created successfully at: C:\\Users\\Owner\\wsp31_loop\\work\\claude\\t11_tests.py (file state is current in your context \u2014 no need to Read it back)"},{"i":17,"kind":"tool","long":false,"text":"Bash: scp -q -o BatchMode=yes t11_tests.py wrx90:/home/keith/gemma-v2/wsp31/authors/claude/code/ && ssh -o BatchMode=yes wrx90 'cd /home/keith/gemma-v2/wsp31/authors/claude; sed -i \"s/\\r$//\" code/t11_tests.py; /home/keith/gemma-v2/tii-venv/bin/python code/t11_tests.py --show 2>&1 | cut -c1-1500 | tail -30'"},{"i":18,"kind":"output","long":false,"text":"[line removed by the dashboard scrubber]\nTOOLS Counter({'run_command': 14, 'read_file': 10, 'edit_file': 8, 'submit_patch': 1})\nsolved           smith n 103 | any test cmd  74 | ran repo suite  67 | ran required file   0 (of   0 with names) | suite after last edit   0\nsolved           real  n 199 | any test cmd 168 | ran repo suite 144 | ran required file   0 (of   0 with names) | suite after last edit   6\npatch_done_fail  smith n  29 | any test cmd  16 | ran repo suite  16 | ran required file   0 (of   0 with names) | suite after last edit   0\npatch_done_fail  real  n  78 | any test cmd  69 | ran repo suite  65 | ran required file   0 (of   0 with names) | suite after last edit   0\npatch_timeout    smith n  14 | any test cmd   5 | ran repo suite   5 | ran required file   0 (of   0 with names) | suite after last edit   3\npatch_timeout    real  n  27 | any test cmd  15 | ran repo suite  12 | ran required file   0 (of   0 with names) | suite after last edit   7\nempty            smith n  10 | any test cmd   1 | ran repo suite   1 | ran required file   0 (of   0 with names) | suite after last edit   1\nempty            real  n  20 | any test cmd   8 | ran repo suite   3 | ran required file   0 (of   0 with names) | suite after last edit   3"},{"i":19,"kind":"tool","long":false,"text":"Bash: ssh -o BatchMode=yes wrx90 'cd /home/keith/gemma-v2/tii-wsp31-doc/research/wsp31/ledger; for f in 0043* 0044* 0047*; do echo \"#### $f\"; sed -n \"/## Hypothesis/,/## Prediction/p\" $f | cut -c1-1200 | head -45; done'"},{"i":20,"kind":"output","long":true,"text":"#### 0043-gemini-spec-audit-thought-gate.md\n## Hypothesis\n\n[line removed by the dashboard scrubber]\n\n[line removed by the dashboard scrubber]\n2. Unconditional brevity steering (`0038 fcv-brief-b20`) turned negative (`-2.0` on `safe_s1`) under `x2` because truncating thoughts rushed verification and increased `wrong_clean` from `23.5` to `31` (`+7.5` wrong patches), whereas adding exactness (`0039 fcv-brief-exact-b20`, `+2.0`) recovered `+4.0` tasks over `0038` despite `94%` of its vector still coming from `\"think briefly\"` and unshrunk `fcv` subtraction injecting negative split-half noise (`-0.15` to `-0.26`) in upper layers `L36..59`.\n[line removed by the dashboard scrubber]\n\nWe hypothesize that replacing 1 near-dead MLP neuron per layer (`0..59`, 180 matrices) with (a) a **non-negative quadratic GeGLU thought-only gate** (`up_row = gate_row / 3.0`, strictly `>= 0` everywhere, active inside `<|channel>thought` and `150x` suppressed on BOS, prompt, `<|\"|>` delimiters, and JSON tool arguments) and (b) a **Gemma-4 `layer_scalar`-exact, Spearman-Brown reliability-shrunk incremental stream write** distilled purely from an adversarial Problem Statement spec-and-edge-case audit paragraph (`P_audit`, zero `\"think briefly\"` text) will steer global-attention queries back to the Problem Statement and elicit targeted `python3 -c` boundary checks before `submit_patch` without breaking tool-call syntax.\n\n## Exact recipe\n\nbase: champion generation 0\nsize: whole network 0.9960% over 180 matrices, largest matrix 12.7118%\ncontrol size: whole network 0.9961% over 180 matrices, largest matrix 12.7124%\n\n[line removed by the dashboard scrubber]\n- **Stage-1 safe data hygiene (zero Stage-2 or sealed-set contact)**: All fitting and pre-testing use only `safe_s1 = (stage1_ids & stage1_ids_v2) - (stage2_ids | stage2_ids_v2 | stage2_ids_240)` (`104` tasks; `78` fit pool, `26` unseen held-out pool), using unedited `x003/base` request logs with zero outcome (`resolved`) labels.\n- Pre-edit fit calls (16): [task]#c5(read_file), Mimino666__langdetect.a1598f1a.lm_rewrite__dk9wx21q#c5(read_file), [task]#c22(run_command), [task]#c5(run_command), [task]#c31(run_command), gweis__isodate.17cb25eb.func_basic__ydtogylj#c4(run_command), [task]#c17(read_file), [task]#c10(run_command), pallets__markupsafe.620c06c9.func_basic__fpb7w0tc#c3(read_file), [task]#c4(read_file), [task]#c11(read_file), [task]#c4(read_file), lepture__mistune.bf54ef67.combine_module__dalnbilu#c3(read_file), prettytable__prettytable.ca90b055.func_basic__1mmuxqev#c5(run_command), kurtmckee__feedparser.cad965a3.pr_469#c3(read_file), [task]#c4(read_file)\n[... 101 lines cut ...]\n| cpu100_edit | 25/1073 | -0.00044 | -0.01753 | 112 | 0 | NOT BROKEN |\n| cpu100_ctrl | 28/1073 | -0.01563 | -0.03913 | 111 | 2 | NOT BROKEN |\n\n[line removed by the dashboard scrubber]\n[line removed by the dashboard scrubber]\n[line removed by the dashboard scrubber]\n\nThese checks can exclude a large local syntax break; they do not test full-episode looping, total tool use or patch correctness. The reference's after-close panel contains only three edit_file calls; most are reads or shell commands, so code-writing coverage is thin. The dose choice uses these panels, so they are development checks. The custom transport capture/scout code is new; g31 and the official replay backend are documented as verified, but the transport-to-solve-rate link is unvalidated."},{"i":21,"kind":"tool","long":false,"text":"Bash: ssh -o BatchMode=yes wrx90 'cd /home/keith/gemma-v2/wsp31/authors/claude; date; cat code/fcv2_build.py; echo ----; cat code/fin9.sh; echo ----; cat queue/fcv-brief-exact-b20/build.sh; echo; cat scratch/size_fcv-brief-exact-b20.json | head -c 600; echo; grep -n \"^def \\|^[A-Z_]* = \" code/icv_job.py | head -60; echo ----; sed -n 1,60p code/fcv2_job.py | cut -c1-220; grep -n \"gate_proj\\|21504\\|intermediate\\|layer_scalar\\|post_feedforward\" /home/keith/gemma-v2/wsp31/tools/ARCH.md | head -20'"},{"i":22,"kind":"output","long":true,"text":"Sat Nov 14 09:43:05 AM EST 2026\n\"\"\"fcv2_build.py OUT_DIR G10|G20 edit|ctrl  (author claude, turn 8; CPU, seconds)\n\nRebuilds one arm of code/fcv2_job.py bit for bit from the statistics that job saved (code/data/fcv2_stats.pt: the\nself-consistent per-layer writes G_L[beta] of the paragraph pair I1 + I5, the always-on neuron of every layer, the MLP output RMS, the norm weights\nand layer scalars). edit: the down column of the always-on neuron of layer L writes G_L[beta]. ctrl: the same code\npath with the sign of every coordinate of the written vector flipped at random (seed 6000 + L): identical neurons,\nidentical gate and up rows, identical per-coordinate magnitudes of the write, so identical |dW|_F.\n\"\"\"\nimport sys\n\nimport torch\n\nA_DIR = \"/home/keith/gemma-v2/wsp31/authors/claude\"\nsys.path.insert(0, A_DIR + \"/code\")\nimport fcv2_job as F  # noqa: E402\n\n[line removed by the dashboard scrubber]\nassert kind in (\"edit\", \"ctrl\")\nst = torch.load(A_DIR + \"/code/data/fcv2_stats.pt\")\n[... 146 lines cut ...]\n45:`self_attn.k_norm.weight` (each [head_dim], shared by all heads of the layer), `layer_scalar` [1]. The vision tower\n62:x  = norm_pre_feedforward(h)                              [mlp_in]      what gate_proj / up_proj rows read\n63:g  = gate_proj x                                          [gate]\n65:n  = gelu_tanh(g) * u                                     [mlp_act]     neuron activations, 21504 per position\n67:mo = norm_post_feedforward(y)                             [mlp_out]\n68:h  = (h + mo) * layer_scalar                              [resid_post]\n77:`layer_scalar` multiplies the whole stream, skip path included. Values: layer 0 0.099, layer 1 0.073, layers 2-22\n94:3. **Reads see the normalised stream.** `gate_proj`, `up_proj`, `q_proj`, `k_proj`, `v_proj` rows read"},{"i":23,"kind":"tool","long":false,"text":"Bash: ssh -o BatchMode=yes wrx90 'cd /home/keith/gemma-v2/wsp31/authors/claude; sed -n 59,150p code/icv_job.py; sed -n 237,420p code/icv_job.py; sed -n 60,200p code/fcv2_job.py' | cut -c1-260"},{"i":24,"kind":"output","long":true,"text":"def log(*a):\n    print(f\"[{time.time() - T0:7.1f}]\", *a, flush=True)\n\n\ndef pick(recs):\n    s1 = set(open(SETS + \"/stage1_ids.txt\").read().split())\n    s2 = set(open(SETS + \"/stage2_ids.txt\").read().split()) | set(open(SETS + \"/stage2_ids_v2.txt\").read().split())\n    by = {}\n    for r in recs:\n        if r[\"instance\"] not in s1 or r[\"instance\"] in s2 or \"/batches/b001/\" not in r[\"run\"]:\n            continue\n        c = r[\"calls\"][-1]\n        if r[\"n\"] > NMAX or len(c[\"comp\"]) < 24 or 101 not in c[\"comp\"] or c[\"comp\"][0] != 100 or r[\"call\"] < 1:\n            continue\n        if c[\"start\"] + len(c[\"comp\"]) != r[\"n\"]:\n            continue\n        by.setdefault(r[\"instance\"], []).append(r)\n    inst = sorted(by)\n    train, ev = [], []\n    for i, x in enumerate(inst):\n[... 379 lines cut ...]\n    json.dump(sm, open(S + \"/summary.json\", \"w\"), indent=1)\n    for k, v in sm.items():\n        log(\"SUMMARY\", k, json.dumps(v))\n    log(\"done\")\n\n\nif __name__ == \"__main__\":\n    main()"},{"i":25,"kind":"tool","long":false,"text":"Bash: ssh -o BatchMode=yes wrx90 'cd /home/keith/gemma-v2/wsp31; date; free -g | head -2; grep -n \"def forward\" -A 75 tools/g31.py | cut -c1-200 | head -130; grep -n \"def clipdiv\" -A 8 authors/claude/code/thinklib.py; grep -n \"def signflip\" -A 6 authors/claude/code/thinklib.py; grep -n \"def tl_adapter\" -A 6 authors/claude/code/think_job.py; grep -n \"def add\\b\\|def add(\" -A 12 tools/edits.py | head -40; $R/tii-venv/bin/python -c \"\nimport torch\nst=torch.load(\\\"/home/keith/gemma-v2/wsp31/authors/claude/code/data/fcv2_stats.pt\\\")\n[line removed by the dashboard scrubber]\nprint([\\\"%.2f\\\"%x for x in st[\\\"pair_info\\\"][\\\"split_extra\\\"]])\nprint([\\\"%.2f\\\"%x for x in st[\\\"pair_info\\\"][\\\"extra_rel\\\"]])\n\" 2>&1 | tail -6; nvidia-smi --query-gpu=index,memory.used,memory.total --format=csv,noheader; ls /home/keith/gemma-v2/wsp31/gpu0.lock; cat /home/keith/gemma-v2/wsp31/queue/TURN_OPEN 2>/dev/null | head -3'"},{"i":26,"kind":"output","long":true,"text":"Sat Nov 14 09:44:31 AM EST 2026\n               total        used        free      shared  buff/cache   available\nMem:             183          17          87           0          81         166\n276:    def forward(self, ids, out_pos=None, capture=None, cap_layers=None, cap_pos=None, hooks=None, stop_after=None,\n277-                topk=None):\n[line removed by the dashboard scrubber]\n279-\n[line removed by the dashboard scrubber]\n[line removed by the dashboard scrubber]\n282-        capture: iterable of names from CAPS, taken at cap_pos (default out_pos) for cap_layers (default all):\n283-          resid_pre (layer input), attn_out (attention write after its post-norm), resid_mid, mlp_in (MLP input after\n284-          the pre-feedforward norm: what gate_proj/up_proj rows read), gate, up (pre-activations), mlp_act\n285-          (gelu_tanh(gate) * up: the neuron activations that down_proj columns write), mlp_raw (down_proj output),\n286-          mlp_out (MLP write after its post-norm), resid_post (layer output after layer_scalar).\n287-        hooks: {(name, layer): fn(tensor [N, dim]) -> tensor} applied to the full-sequence tensor at that point.\n288-        stop_after: stop after this layer index (no log-probs returned).\n289-        Returns dict(logprobs fp32 [len(out_pos), vocab] or (values, indices) if topk, caps {name: fp32 cpu\n290-        [n_cap_layers, len(cap_pos), dim]}).\n291-        \"\"\"\n292-        a = self.arch\n[... 92 lines cut ...]\n142-        o, i = self._check(l, mod)\n143-        assert 0 <= j < o\n144-        d = torch.as_tensor(delta, dtype=torch.float32).reshape(i)\nbash: line 1: /tii-venv/bin/python: No such file or directory\n0, 2 MiB, 97887 MiB\n1, 90682 MiB, 97887 MiB\n/home/keith/gemma-v2/wsp31/gpu0.lock\nclaude 1794667092"},{"i":27,"kind":"tool","long":false,"text":"Write: C:\\Users\\Owner\\wsp31_loop\\work\\claude\\x3_build.py"},{"i":28,"kind":"output","long":false,"text":"File created successfully at: C:\\Users\\Owner\\wsp31_loop\\work\\claude\\x3_build.py (file state is current in your context \u2014 no need to Read it back)"},{"i":29,"kind":"tool","long":false,"text":"Bash: scp -q -o BatchMode=yes x3_build.py wrx90:/home/keith/gemma-v2/wsp31/authors/claude/code/ && ssh -o BatchMode=yes wrx90 '. /home/keith/gemma-v2/env.sh; cd $R/wsp31/authors/claude; sed -i \"s/\\r$//\" code/x3_build.py; mkdir -p scratch/job11/ad; date; $PY code/x3_build.py scratch/job11/ad/H23 edit 3 2>&1 | tail -2; $PY code/x3_build.py scratch/job11/ad/H23c ctrl 3 2>&1 | tail -1; cp -r scratch/job9/ad/G20 scratch/job11/ad/G20; $PY -c \"\nimport torch\nst=torch.load(\\\"code/data/fcv2_stats.pt\\\")\n[line removed by the dashboard scrubber]\nprint(\\\"split_extra\\\", [\\\"%.2f\\\"%x for x in st[\\\"pair_info\\\"][\\\"split_extra\\\"]])\nprint(\\\"extra_rel\\\", [\\\"%.2f\\\"%x for x in st[\\\"pair_info\\\"][\\\"extra_rel\\\"]][::3])\nprint(st[\\\"used\\\"][:3], len(st[\\\"itok\\\"][\\\"I15\\\"]))\n\" 2>&1 | tail -6; date'"},{"i":30,"kind":"output","long":false,"text":"Sat Nov 14 09:45:41 AM EST 2026\nsaved scratch/job11/ad/H23 K 3.0 r 1 net_rel 0.006820 rho min/med/max 0.006 0.018 0.106 |H|/|G| layers 6,12,18,24: 1.58 2.99 2.13 1.71\nsaved scratch/job11/ad/H23c K 3.0 r 1 net_rel 0.006820 rho min/med/max 0.006 0.018 0.106 |H|/|G| layers 6,12,18,24: 1.58 2.99 2.13 1.71\n['layers', 'used', 'C', 'kind', 'rec', 'rmsy', 'rnorm', 'itok', 'instr', 'w_post', 'ls', 'delta', 'dinfo', 'neuron', 'd15', 'pair_info']\n['F10', 'F20', 'F30', 'G20', 'G10']\n35\nsplit_extra ['-0.08', '0.44', '0.37', '0.34', '0.33', '0.85', '0.86', '0.84', '0.80', '0.79', '0.76', '0.89', '0.87', '0.86', '0.86', '0.83', '0.79', '0.82', '0.79', '0.75', '0.64', '0.63', '0.66', '0.70', '0.54', '0.46', '0.55', '0.46', '0.54', '0.49', '0.39', '0.26', '0.18', '0.09', '-0.04', '0.02', '0.02', '-0.01', '-0.02', '-0.08', '-0.09', '-0.13', '-0.15', '-0.21', '-0.20', '-0.22', '-0.21', '-0.25', '-0.26', '-0.18', '-0.18', '-0.17', '-0.18', '-0.15', '-0.18', '-0.19', '-0.25', '-0.24', '-0.17', '-0.17']\nextra_rel ['0.50', '0.77', '0.46', '0.61', '0.65', '0.61', '0.53', '0.53', '0.60', '0.60', '0.41', '0.41', '0.28', '0.29', '0.34', '0.33', '0.35', '0.36', '0.41', '0.30']\n[line removed by the dashboard scrubber]\nSat Nov 14 09:45:43 AM EST 2026"},{"i":31,"kind":"tool","long":false,"text":"Write: C:\\Users\\Owner\\wsp31_loop\\work\\claude\\mk_job.py"},{"i":32,"kind":"output","long":false,"text":"File created successfully at: C:\\Users\\Owner\\wsp31_loop\\work\\claude\\mk_job.py (file state is current in your context \u2014 no need to Read it back)"},{"i":33,"kind":"tool","long":false,"text":"Bash: scp -q -o BatchMode=yes mk_job.py wrx90:/home/keith/gemma-v2/wsp31/authors/claude/code/ && ssh -o BatchMode=yes wrx90 '. /home/keith/gemma-v2/env.sh; cd $R/wsp31/authors/claude; sed -i \"s/\\r$//\" code/mk_job.py; grep -n \"EditSet\\|^T0\\|DEADLINE\" code/icv_job.py | head; mkdir -p scratch/smoke11/ad scratch/logs; cp -r scratch/job11/ad/H23 scratch/smoke11/ad/; date; (flock $R/wsp31/gpu0.lock env CUDA_DEVICE_ORDER=PCI_BUS_ID CUDA_VISIBLE_DEVICES=0 JOB_DEADLINE=200 timeout 240 $PY code/mk_job.py --smoke > scratch/logs/smoke11.log 2>&1; date > scratch/smoke11_end) ; tail -40 scratch/logs/smoke11.log | cut -c1-900; date'"},{"i":34,"kind":"output","long":true,"text":"23:T0 = time.time()\n29:from edits import EditSet  # noqa: E402\n40:DEADLINE_CAPTURE, DEADLINE = 400, 860\n111:        if time.time() - T0 > DEADLINE_CAPTURE:\n238:    e = EditSet()\n286:        if time.time() - T0 > DEADLINE - 40:\n301:            if time.time() - T0 > DEADLINE:\n421:    global DEADLINE, DEADLINE_CAPTURE\n428:        DEADLINE = min(DEADLINE, TURN_END - 27 * 60 - T0)\n429:        DEADLINE_CAPTURE = min(DEADLINE_CAPTURE, 0.47 * DEADLINE)\nSat Nov 14 09:47:20 AM EST 2026\n[line removed by the dashboard scrubber]\n[line removed by the dashboard scrubber]\n[line removed by the dashboard scrubber]\n[   19.1] solved 5 lam 3.0 held-out R2 rank8 -0.001 full -0.002 const 0.001 | fit R2 0.841 energy 0.997 | use False\n[   19.1] solved 30 lam 0.3 held-out R2 rank8 0.011 full 0.009 const 0.004 | fit R2 0.562 energy 0.751 | use False\n[   19.1] solved 59 lam 3.0 held-out R2 rank8 -0.030 full -0.038 const -0.016 | fit R2 0.084 energy 0.546 | use False\n[   19.1] layers used []\n[   19.1] held-out R2 (rank 8) by layer ['5:-0.00', '30:0.01', '59:-0.03']\n[   19.1] const R2 by layer ['5:0.00', '30:0.00', '59:-0.02']\n[... 11 lines cut ...]\n\n[   19.1] arms ['H23']\n[   29.2] evaluated 0 gawel__pyquery.811cd048.lm_rewri call 2 pos 268 variants 3\n[   29.2] SUMMARY P_I15 {\"records\": 1, \"positions\": 268, \"flip_all\": 0.033582089552238806, \"flip_thought\": 0.032388663967611336, \"n_thought\": 247, \"early_close_top\": 0, \"dlogp_close_inside\": 0.008113112044237886, \"n_close\": 1, \"dlogp_close_at_close\": -2.0565638542175293, \"close_kept\": 0, \"n_tool\": 1, \"flip_tool\": 0, \"kl_base\": 0.01419271817847864, \"tv_base\": 0.023710606703117712, \"dlogp_logged\": -0.021455456961446732}\n[   29.2] SUMMARY H23 {\"records\": 1, \"positions\": 268, \"flip_all\": 0.022388059701492536, \"flip_thought\": 0.020242914979757085, \"n_thought\": 247, \"early_close_top\": 0, \"dlogp_close_inside\": -0.2302008099884157, \"n_close\": 1, \"dlogp_close_at_close\": -0.5306169986724854, \"close_kept\": 0, \"n_tool\": 1, \"flip_tool\": 0, \"kl_base\": 0.008462741303799757, \"tv_base\": 0.02056868930361164, \"dlogp_logged\": -0.005974913710978494, \"kl_prompt_to_arm\": 0.007384455470896479, \"kl_prompt_to_base\": 0.01419271817847864, \"reproduced\": 0.479701113061343, \"shift_cos\": 0.38078086055926424, \"prompt_flips\": 9, \"prompt_flips_matched\": 4, \"resid_cos\": [\"0.80\", \"0.61\", \"0.35\", \"0.39\", \"0.24\", \"0.46\", \"0.64\", \"0.58\", \"0.56\", \"0.47\", \"0.39\"], \"resid_ratio\": [\"0.41\", \"1.59\", \"4.43\", \"5.06\", \"2.90\", \"1.70\", \"1.30\", \"1.28\", \"1.31\", \"1.38\", \"1.38\"]}\n[   29.2] SUMMARY neuron_act_over_gbar {\"layers\": [0, 6, 12, 18, 24, 30, 36, 42, 48, 54, 59], \"bos\": [\"0.96\", \"0.56\", \"2.06\", \"3.31\", \"1.49\", \"0.63\", \"0.48\", \"0.82\", \"0.86\", \"0.54\", \"0.25\"], \"prompt_mean\": [\"0.90\", \"0.83\", \"0.80\", \"0.93\", \"0.93\", \"0.84\", \"0.76\", \"0.88\", \"0.90\", \"0.87\", \"0.88\"], \"prompt_sd\": [\"0.08\", \"0.14\", \"0.11\", \"0.12\", \"0.07\", \"0.13\", \"0.17\", \"0.14\", \"0.12\", \"0.13\", \"0.18\"], \"prompt_max\": [\"1.05\", \"1.18\", \"1.04\", \"1.11\", \"1.09\", \"1.11\", \"1.11\", \"1.11\", \"1.14\", \"1.19\", \"1.16\"], \"comp_mean\": [\"0.96\", \"0.97\", \"0.95\", \"0.98\", \"0.94\", \"0.83\", \"0.87\", \"0.91\", \"0.94\", \"0.96\", \"0.99\"], \"comp_sd\": [\"0.08\", \"0.10\", \"0.11\", \"0.11\", \"0.07\", \"0.12\", \"0.12\", \"0.10\", \"0.09\", \"0.08\", \"0.07\"], \"comp_min\": [\"0.67\", \"0.67\", \"0.62\", \"0.68\", \"0.74\", \"0.55\", \"0.61\", \"0.68\", \"0.53\", \"0.70\", \"0.77\"], \"comp_max\": [\"1.24\", \"1.35\", \"1.21\", \"1.26\", \"1.10\", \"1.13\", \"1.15\", \"1.23\", \"1.20\", \"1.25\"\n[   29.2] done\nSat Nov 14 09:47:50 AM EST 2026"},{"i":35,"kind":"tool","long":false,"text":"Bash: ssh -o BatchMode=yes wrx90 '. /home/keith/gemma-v2/env.sh; cd $R/wsp31/authors/claude; date > scratch/hold11a_start; nohup bash -c \"flock $R/wsp31/gpu0.lock env CUDA_DEVICE_ORDER=PCI_BUS_ID CUDA_VISIBLE_DEVICES=0 JOB_DEADLINE=1100 CAP_DEADLINE=400 timeout 1300 $PY code/mk_job.py > scratch/logs/job11.log 2>&1; date > scratch/hold11a_end\" > /dev/null 2>&1 & sleep 45; tail -3 scratch/logs/job11.log | cut -c1-400; sed -n 1,80p $R/wsp31/tools/closeprobe.py | grep -n \"add_argument\" | cut -c1-200'"},{"i":36,"kind":"output","long":false,"text":"[line removed by the dashboard scrubber]\n[line removed by the dashboard scrubber]\n[line removed by the dashboard scrubber]\n66:    ap.add_argument(\"--adapter\", default=None)\n67:    ap.add_argument(\"--champion\", default=None)\n68:    ap.add_argument(\"--probeset\", default=os.environ.get(\"WSP31_CALLSET\", os.path.join(T, \"data/probe_calls_b001_full.jsonl\")))\n69:    ap.add_argument(\"--traces\", type=int, default=40)\n70:    ap.add_argument(\"--per-trace\", type=int, default=4)\n71:    ap.add_argument(\"--max-pos\", type=int, default=6000)\n72:    ap.add_argument(\"--no-cache\", action=\"store_true\")\n73:    ap.add_argument(\"--device\", default=\"cuda:0\")\n74:    ap.add_argument(\"--out\", default=None)"},{"i":37,"kind":"tool","long":false,"text":"Bash: ssh -o BatchMode=yes wrx90 'cd /home/keith/gemma-v2/wsp31/authors/claude; sed -n 1,60p code/mkrec8.py | cut -c1-240; echo; echo =====TEMPLATE; cut -c1-700 code/rec_fcv-brief-exact-b20.template.md | head -90; echo; cat code/gpu_hold11.sh; tail -2 scratch/logs/job11.log | cut -c1-200'"},{"i":38,"kind":"output","long":true,"text":"[line removed by the dashboard scrubber]\n\nPlaceholders: {{COMPILE}} (per-layer facts of the self-consistent write), {{PRETEST}} (teacher-forced table),\n{{STREAM}} (stream shift against the prompted shift), {{NEURON}}, {{GEN}} (served single turns), {{CLOSE}},\n[line removed by the dashboard scrubber]\nThen checks the record with the runner's parser.\n\"\"\"\nimport json\nimport os\nimport sys\n\nimport torch\n\nA = \"/home/keith/gemma-v2/wsp31/authors/claude\"\n[line removed by the dashboard scrubber]\njob = sys.argv[4] if len(sys.argv) > 4 else \"job8\"\nS = A + \"/scratch/\" + job\nst = torch.load(A + \"/code/data/\" + (\"fcv2_stats.pt\" if job == \"job9\" else \"fcv_stats.pt\"))\nsm = json.load(open(S + \"/summary.json\"))\nLBL = {\"P_I1\": \"prompted with the paragraph (the target)\", \"F10\": \"self-consistent compile, dose 1 (F10)\", \"F20\": \"self-consistent compile, dose 2 (F20)\",\n[... 136 lines cut ...]\ncd /home/keith/gemma-v2/wsp31/authors/claude\nexport WSP31_WORK=$PWD/scratch CUDA_DEVICE_ORDER=PCI_BUS_ID CUDA_VISIBLE_DEVICES=0\ndate > scratch/hold11_start\n[ $(date +%s) -gt $(date -d \"2026-11-14 01:42:00\" +%s) ] && { echo late > scratch/hold11_end; exit 0; }\ntimeout 230 $PY $R/wsp31/tools/closeprobe.py --adapter $PWD/scratch/job8/ad/F20 --out $PWD/scratch/job8/close_F20.json > scratch/logs/close8_F20.log 2>&1\ndate > scratch/hold11_end\n[line removed by the dashboard scrubber]\n[line removed by the dashboard scrubber]"},{"i":39,"kind":"tool","long":false,"text":"Write: C:\\Users\\Owner\\wsp31_loop\\work\\claude\\fin11a.sh"},{"i":40,"kind":"output","long":false,"text":"File created successfully at: C:\\Users\\Owner\\wsp31_loop\\work\\claude\\fin11a.sh (file state is current in your context \u2014 no need to Read it back)"},{"i":41,"kind":"tool","long":false,"text":"Bash: scp -q -o BatchMode=yes fin11a.sh wrx90:/home/keith/gemma-v2/wsp31/authors/claude/code/ && ssh -o BatchMode=yes wrx90 'cd /home/keith/gemma-v2/wsp31/authors/claude; sed -i \"s/\\r$//\" code/fin11a.sh; chmod +x code/fin11a.sh; bash code/fin11a.sh 2>&1 | tail -12; date; grep -v \"^\\[.*captured [0-9]\" scratch/logs/job11.log | tail -30 | cut -c1-1500'"},{"i":42,"kind":"output","long":false,"text":"saved queue/fcv-brief-exact3-b20/edit K 3.0 r 1 net_rel 0.006820 rho min/med/max 0.006 0.018 0.106 |H|/|G| layers 6,12,18,24: 1.58 2.99 2.13 1.71\nsaved queue/fcv-brief-exact3-b20/ctrl K 3.0 r 1 net_rel 0.006820 rho min/med/max 0.006 0.018 0.106 |H|/|G| layers 6,12,18,24: 1.58 2.99 2.13 1.71\nOK edit: 180 modules changed (of 180 present), r=1, max |dW|_F/|W|_F 0.02032 at 6.down_proj\nOK ctrl: 180 modules changed (of 180 present), r=1, max |dW|_F/|W|_F 0.02036 at 6.down_proj\nmine size: whole network 0.6819% over 180 matrices, largest matrix 2.0319% (6.down_proj), stable rank 1.0\nctrl size: whole network 0.6820% over 180 matrices, largest matrix 2.0360% (6.down_proj), stable rank 1.0\nfa0feb2e80e926e0acd67899b08ae19638e7bd7b6b7878e45cf5e25232486eb2  queue/fcv-brief-exact3-b20/edit/adapter_mode\nfa0feb2e80e926e0acd67899b08ae19638e7bd7b6b7878e45cf5e25232486eb2  scratch/job11/ad/H23/adapter_model.safetenso\n6f60d25c5410f3d4eff7f2c0994117890b972cf78eb6beeafbeb0b827af133ee  queue/fcv-brief-exact3-b20/ctrl/adapter_mode\n6f60d25c5410f3d4eff7f2c0994117890b972cf78eb6beeafbeb0b827af133ee  scratch/job11/ad/H23c/adapter_model.safetens\nSat Nov 14 09:49:20 AM EST 2026\n[line removed by the dashboard scrubber]"},{"i":43,"kind":"tool","long":false,"text":"Bash: ssh -o BatchMode=yes wrx90 'cd /home/keith/gemma-v2/wsp31/authors/claude; sleep 150; date; grep -v \"captured [0-9]* [a-zA-Z]\" scratch/logs/job11.log | tail -30 | cut -c1-1800'"},{"i":44,"kind":"output","long":false,"text":"Sat Nov 14 09:52:00 AM EST 2026\n[line removed by the dashboard scrubber]"},{"i":45,"kind":"tool","long":false,"text":"Bash: ssh -o BatchMode=yes wrx90 'cd /home/keith/gemma-v2/wsp31/authors/claude; sleep 100; date; tail -4 scratch/logs/job11.log | cut -c1-2500'"},{"i":46,"kind":"output","long":false,"text":"Sat Nov 14 09:53:45 AM EST 2026\n[  317.9] solved 26 lam 0.03 held-out R2 rank8 0.357 full 0.329 const 0.001 | fit R2 0.771 energy 0.809 | use True\n[  323.8] solved 29 lam 3.0 held-out R2 rank8 0.361 full 0.415 const 0.021 | fit R2 0.548 energy 0.907 | use True\n[  329.8] solved 32 lam 3.0 held-out R2 rank8 0.019 full 0.026 const 0.003 | fit R2 0.072 energy 0.779 | use False\n[  335.6] solved 35 lam 0.3 held-out R2 rank8 0.399 full 0.417 const 0.013 | fit R2 0.567 energy 0.772 | use True"},{"i":47,"kind":"tool","long":false,"text":"Bash: ssh -o BatchMode=yes wrx90 'cd /home/keith/gemma-v2/wsp31/authors/claude; sleep 75; date; grep \"layers used\\|held-out R2 (rank\\|const R2\\|built\\|FAILED\\|arms\\|captured calls\" scratch/logs/job11.log | cut -c1-1900; tail -2 scratch/logs/job11.log | cut -c1-300'"},{"i":48,"kind":"output","long":false,"text":"Sat Nov 14 09:55:08 AM EST 2026\n[line removed by the dashboard scrubber]\n[line removed by the dashboard scrubber]\n[  382.9] layers used [1, 2, 6, 9, 17, 23, 26, 29, 30, 35, 39, 41, 47, 53]\n[  382.9] held-out R2 (rank 8) by layer ['0:-0.40', '1:0.16', '2:0.18', '3:-0.24', '4:-0.71', '5:0.02', '6:0.46', '7:-0.09', '8:-0.25', '9:0.07', '10:0.04', '11:0.04', '12:-0.03', '13:-1.36', '14:-4.89', '15:-9.92', '16:-4.09', '17:0.12', '18:-0.08', '19:-0.24', '20:-0.98', '21:-0.17', '22:-0.79', '23:0.13', '24:-0.62', '25:-0.03', '26:0.36', '27:-0.42', '28:-0.03', '29:0.36', '30:0.12', '31:0.04', '32:0.02', '33:-0.12', '34:0.01', '35:0.40', '36:-0.00', '37:0.03', '38:0.02', '39:0.07', '40:0.02', '41:0.39', '42:0.00', '43:0.01', '44:0.01', '45:0.01', '46:0.03', '47:0.14', '48:0.01', '49:0.02', '50:0.00', '51:0.04', '52:0.00', '53:0.08', '54:0.00', '55:0.01', '56:-0.00', '57:0.02', '58:0.03', '59:0.01']\n[  382.9] const R2 by layer ['0:0.02', '1:0.02', '2:0.01', '3:0.00', '4:0.02', '5:0.01', '6:0.01', '7:0.01', '8:0.00', '9:0.00', '10:-0.00', '11:0.02', '12:-0.00', '13:0.00', '14:-0.00', '15:-0.00', '16:-0.00', '17:0.00', '18:0.00', '19:-0.00', '20:-0.00', '21:0.00', '22:0.00', '23:0.01', '24:0.00', '25:0.00', '26:0.00', '27:-0.00', '28:-0.00', '29:0.02', '30:0.00', '31:0.00', '32:0.00', '33:0.00', '34:0.00', '35:0.01', '36:0.00', '37:0.00', '38:0.00', '39:0.00', '40:0.00', '41:0.01', '42:0.00', '43:0.01', '44:0.01', '45:0.01', '46:0.01', '47:0.02', '48:0.01', '49:0.01', '50:0.01', '51:0.01', '52:0.01', '53:0.01', '54:0.00', '55:0.01', '56:0.01', '57:0.01', '58:0.01', '59:0.00']\n[  382.9] built M10 r 8 net_rel 0.00428\n[  382.9] built M10c r 8 net_rel 0.00428\n[  382.9] built M20 r 8 net_rel 0.00857\n[  382.9] built M20c r 8 net_rel 0.00857\n[  382.9] arms ['H23', 'M10', 'M20', 'M10c', 'H23c', 'G20', 'M20c']\n[  382.9] arms ['H23', 'M10', 'M20', 'M10c', 'H23c', 'G20', 'M20c']\n[  412.7] evaluated 0 gawel__pyquery.811cd048.lm_rewri call 2 pos 268 variants 9"},{"i":49,"kind":"tool","long":false,"text":"Bash: ssh -o BatchMode=yes wrx90 'cd /home/keith/gemma-v2/wsp31/authors/claude; sleep 200; date; grep \"SUMMARY\\|done\\|deadline\" scratch/logs/job11.log | cut -c1-1500; tail -1 scratch/logs/job11.log | cut -c1-200; cat scratch/hold11a_end 2>/dev/null'"},{"i":50,"kind":"output","long":false,"text":"Exit code 1\nSat Nov 14 09:58:40 AM EST 2026\n[  614.8] evaluated 6 [task] call 12 pos 41 variants 9"},{"i":51,"kind":"tool","long":false,"text":"Bash: ssh -o BatchMode=yes wrx90 'cd /home/keith/gemma-v2/wsp31/authors/claude; sleep 40; date; grep \"SUMMARY\\|done\\|deadline\" scratch/logs/job11.log | grep -v neuron_act | cut -c1-1300; cat scratch/hold11a_end 2>/dev/null'"},{"i":52,"kind":"output","long":true,"text":"Sat Nov 14 09:59:25 AM EST 2026\n[  645.1] SUMMARY P_I15 {\"records\": 8, \"positions\": 1278, \"flip_all\": 0.018779342723004695, \"flip_thought\": 0.03695652173913044, \"n_thought\": 460, \"early_close_top\": 0, \"dlogp_close_inside\": -0.0060778058093527085, \"n_close\": 8, \"dlogp_close_at_close\": -0.20197624185379937, \"close_kept\": 7, \"n_tool\": 8, \"flip_tool\": 0, \"kl_base\": 0.007701813848179084, \"tv_base\": 0.014357204588366226, \"dlogp_logged\": -0.0061283537925618916}\n[  645.1] SUMMARY H23 {\"records\": 8, \"positions\": 1278, \"flip_all\": 0.01643192488262911, \"flip_thought\": 0.02826086956521739, \"n_thought\": 460, \"early_close_top\": 0, \"dlogp_close_inside\": -0.21315376032953676, \"n_close\": 8, \"dlogp_close_at_close\": -0.06723532910200447, \"close_kept\": 7, \"n_tool\": 8, \"flip_tool\": 0, \"kl_base\": 0.006593567699613705, \"tv_base\": 0.014434776488977232, \"dlogp_logged\": -0.0032762517403455596, \"kl_prompt_to_arm\": 0.0048240249472231555, \"kl_prompt_to_base\": 0.007701813848179084, \"reproduced\": 0.3736507993680366, \"shift_cos\": 0.3753778848662996, \"prompt_flips\": 24, \"prompt_flips_matched\": 13, \"resid_cos\": [\"0.23\", \"0.71\", \"0.45\", \"0.48\", \"0.30\", \"0.45\", \"0.58\", \"0.49\", \"0.50\", \"0.46\", \"0.43\"], \"resid_ratio\": [\"4.98\", \"1.93\", \"5.00\", \"7.04\", \"3.20\", \"1.80\", \"1.59\", \"1.37\", \"1.36\", \"1.24\", \"1.25\"]}\n[  645.1] SUMMARY M10 {\"records\": 8, \"positions\": 1278, \"flip_all\": 0.009389671361502348, \"flip_thought\": 0.015217391304347827, \"n_thought\": 460, \"early_close_top\": 0, \"dlogp_close_inside\": -0.025898434286532195, \"n_close\": 8, \"dlogp_close_at_close\": -0.008652829646962346, \"close_kept\": 7, \"n_tool\": 8, \"flip_tool\": 0, \"kl_base\": 0.002466179908534544, \"tv_base\": 0.007895874888497712, \"dlogp_logged\": -0.00018309316188330196, \"kl_prompt_to_arm\": 0.005433329248419017, \"kl_prompt_to_base\": 0.007701813848179084, \"reproduced\": 0.2945390065869221, \"shift_cos\": 0.3666179385356873, \"prompt_flips\": 24, \"prompt_flips_matched\": 7, \"resid_cos\": [\"0.00\", \"0.10\", \"0.16\", \"0.29\", \"0.27\", \"0.49\", \"0.51\", \"0.45\", \"0.47\", \"0.43\", \"0.48\"], \"resid_ratio\": [\"0.00\", \"4.90\", \"3.71\", \"2.31\", \"0.92\", \"0.82\", \"0.73\", \"0.76\", \"0.81\", \"0.82\", \"0.73\"]}\n[  645.1] SUMMARY M20 {\"records\": 8, \"positions\": 1278, \"flip_all\": 0.01486697965571205, \"flip_thought\": 0.02826086956521739, \"n_thought\": 460, \"early_close_top\": 0, \"dlogp_close_inside\": 0.012591791152954102, \"n_close\": 8, \"dlogp_close_at_close\": -0.16488948475625875, \"close_kept\": 7, \"n_tool\": 8, \"flip_tool\": 0, \"kl_base\": 0.008642622982392288, \"tv_base\": 0.014957715717839524, \"dlogp_logged\": -0.006349329389223657, \"kl_prompt_to_arm\": 0.005363077409157357, \"kl_prompt_to_base\": 0.007701813848179084, \"reproduced\": 0.3036604733798737, \"shift_cos\": 0.4308585165438704, \"prompt_flips\": 24, \"prompt_flips_matched\": 13, \"resid_cos\": [\"0.00\", \"0.13\", \"0.28\", \"0.39\", \"0.33\", \"0.51\", \"0.62\", \"0.53\", \"0.53\", \"0.52\", \"0.59\"], \"resid_ratio\": [\"0.00\", \"7.68\", \"7.00\", \"5.52\", \"2.18\", \"1.39\", \"1.17\", \"1.13\", \"1.17\", \"1.14\", \"1.08\"]}\n[  645.1] SUMMARY M10c {\"records\": 8, \"positions\": 1278, \"flip_all\": 0.007042253521126761, \"flip_thought\": 0.015217391304347827, \"n_thought\": 460, \"early_close_top\": 0, \"dlogp_close_inside\": 0.05095340687295665, \"n_close\": 8, \"dlogp_close_at_close\": -0.050039432898756786, \"close_kept\": 7, \"n_tool\": 8, \"flip_tool\": 0, \"kl_base\": 0.0008990683640952401, \"tv_base\": 0.004954842334621949, \"dlogp_logged\": -0.00047687535846084123, \"kl_prompt_to_arm\": 0.008309694724113728, \"kl_prompt_to_base\": 0.007701813848179084, \"reproduced\": -0.07892697589391418, \"shift_cos\": 0.22503707330551506, \"prompt_flips\": 24, \"prompt_flips_matched\": 4, \"resid_cos\": [\"0.00\", \"0.09\", \"0.14\", \"0.23\", \"0.15\", \"0.24\", \"0.27\", \"0.28\", \"0.33\", \"0.32\", \"0.31\"], \"resid_ratio\": [\"0.00\", \"4.87\", \"3.68\", \"2.26\", \"0.96\", \"0.74\", \"0.64\", \"0.69\", \"0.73\", \"0.76\", \"0.66\"]}\n[  645.1] SUMMARY H23c {\"records\": 8, \"positions\": 1278, \"flip_all\": 0.010954616588419406, \"flip_thought\": 0.015217391304347827, \"n_thought\": 460, \"early_close_top\": 0, \"dlogp_close_inside\": -0.0897188471711200\n[... 2339 characters cut ...]"},{"i":53,"kind":"tool","long":false,"text":"Write: C:\\Users\\Owner\\wsp31_loop\\work\\claude\\mk_build.py"},{"i":54,"kind":"output","long":false,"text":"File created successfully at: C:\\Users\\Owner\\wsp31_loop\\work\\claude\\mk_build.py (file state is current in your context \u2014 no need to Read it back)"},{"i":55,"kind":"tool","long":false,"text":"Write: C:\\Users\\Owner\\wsp31_loop\\work\\claude\\mk_eval.py"},{"i":56,"kind":"output","long":false,"text":"File created successfully at: C:\\Users\\Owner\\wsp31_loop\\work\\claude\\mk_eval.py (file state is current in your context \u2014 no need to Read it back)"},{"i":57,"kind":"tool","long":false,"text":"Write: C:\\Users\\Owner\\wsp31_loop\\work\\claude\\gpu_hold11b.sh"},{"i":58,"kind":"output","long":false,"text":"File created successfully at: C:\\Users\\Owner\\wsp31_loop\\work\\claude\\gpu_hold11b.sh (file state is current in your context \u2014 no need to Read it back)"},{"i":59,"kind":"tool","long":false,"text":"Bash: scp -q -o BatchMode=yes mk_build.py mk_eval.py gpu_hold11b.sh wrx90:/home/keith/gemma-v2/wsp31/authors/claude/code/ && ssh -o BatchMode=yes wrx90 '. /home/keith/gemma-v2/env.sh; cd $R/wsp31/authors/claude; sed -i \"s/\\r$//\" code/mk_build.py code/mk_eval.py code/gpu_hold11b.sh; chmod +x code/gpu_hold11b.sh; cp scratch/job11/mk_stats.pt code/data/mk_stats.pt; for d in 1 2 3; do $PY code/mk_build.py scratch/job11/ad/Q${d}0 $d edit global 2>&1 | tail -1; done; $PY code/mk_build.py scratch/job11/ad/Q20c 2 ctrl global 2>&1 | tail -1; nohup bash -c \"flock $R/wsp31/gpu0.lock timeout 1300 code/gpu_hold11b.sh\" > /dev/null 2>&1 & sleep 1; date; ls -la code/data/mk_stats.pt | cut -c20-60'"},{"i":60,"kind":"output","long":false,"text":"saved scratch/job11/ad/Q10 dose 1.0 edit global layers [17, 23, 29, 35, 41, 47, 53] r 8 net_rel 0.000831\nsaved scratch/job11/ad/Q20 dose 2.0 edit global layers [17, 23, 29, 35, 41, 47, 53] r 8 net_rel 0.001662\nsaved scratch/job11/ad/Q30 dose 3.0 edit global layers [17, 23, 29, 35, 41, 47, 53] r 8 net_rel 0.002493\nsaved scratch/job11/ad/Q20c dose 2.0 ctrl global layers [17, 23, 29, 35, 41, 47, 53] r 8 net_rel 0.001662\nSat Nov 14 10:00:51 AM EST 2026\nkeith 51746698 Nov 14 10:00 code/data/mk_"},{"i":61,"kind":"tool","long":false,"text":"Bash: ssh -o BatchMode=yes wrx90 'cd /home/keith/gemma-v2/wsp31/authors/claude; sed -n \"/^def close_txt/,/^def /p\" code/mkrec8.py | head -30 | cut -c1-300; tail -28 code/mkrec8.py | cut -c1-260; ls scratch/job9/ | head; python3 -c \"\nimport json;d=json.load(open(\\\"scratch/job9/close_G20.json\\\"));print(str(d)[:1500])\"; tail -3 scratch/logs/eval11g.log | cut -c1-200'"},{"i":62,"kind":"output","long":true,"text":"def close_txt():\n    L = []\n    for k in [\"F10\", \"F20\", \"F30\"]:\n        p = A + \"/scratch/logs/close8_%s.log\" % k\n        if os.path.exists(p):\n            t = [l.strip() for l in open(p) if l.startswith(\"change of log p(close)\")]\n            if t:\n                L.append(\"- %s: %s\" % (LBL[k], \"; \".join(t)))\n    return \"\\n\".join(L) if L else \"- not run this turn (no time left in the second hold); the only numbers are the 8 closes of the table above.\"\n\n\ndef size_txt(k):\n            t = [l.strip() for l in open(p) if l.startswith(\"change of log p(close)\")]\n            if t:\n                L.append(\"- %s: %s\" % (LBL[k], \"; \".join(t)))\n    return \"\\n\".join(L) if L else \"- not run this turn (no time left in the second hold); the only numbers are the 8 closes of the table above.\"\n\n\ndef size_txt(k):\n    d = json.load(open(A + \"/scratch/size_%s.json\" % slug))[k][\"summary\"]\n[... 21 lines cut ...]\nclose_G20.json\neval.pt\nfcv2_stats.pt\ngen.json\ngen_arms.txt\nsummary.json\n{'probeset': '/home/keith/gemma-v2/wsp31/tools/data/probe_calls_b001_full.jsonl', 'records': 40, 'points': 166, 'champion': None, 'adapter': '/home/keith/gemma-v2/wsp31/authors/claude/scratch/job9/ad/G20', 'episodes': 40, 'reference': {'close': {'all': {'n': 40, 'logp_close': -0.07054737955331802, 'top_is_close': 1.0, 'logp_logged': -0.07054738700389862, 'top_is_logged': 1.0}, 'depth<200': {'n': 33, 'logp_close': -0.06415323168039322, 'top_is_close': 1.0, 'logp_logged': -0.06415323913097382, 'top_is_logged': 1.0}, '200..799': {'n': 6, 'logp_close': -0.10951236635446548, 'top_is_close': 1.0, 'logp_logged': -0.10951236635446548, 'top_is_logged': 1.0}, '800+': {'n': 1, 'logp_close': -0.04776439443230629, 'top_is_close': 1.0, 'logp_logged': -0.04776439443230629, 'top_is_logged': 1.0}}, 'cont': {'all': {'n': 126, 'logp_close': -19.571943283081055, 'top_is_close': 0.0, 'logp_logged': -0.11390814930200577, 'top_is_logged': 0.9920634627342224}, 'depth<200': {'n': 112, 'logp_close': -19.710859298706055, 'top_is_close': 0.0, 'logp_logged': -0.10991353541612625, 'top_is_logged': 0.9910714030265808}, '200..799': {'n': 13, 'logp_close': -19.207509994506836, 'top_is_close': 0.0, 'logp_logged': -0.15702924132347107, 'top_is_logged': 1.0}, '800+': {'n': 1, 'logp_close': -8.75072956085205, 'top_is_close': 0.0, 'logp_logged': -0.0007297713309526443, 'top_is_logged': 1.0}}}, 'base_s': 0.1, 'edit': {'close': {'all': {'n': 40, 'logp_close': -0.036193590611219406, 'top_is_close': 1.0, 'logp_logged\n[    3.4] arms ['Q10', 'Q20', 'Q30', 'Q20c']"},{"i":63,"kind":"tool","long":false,"text":"Write: C:\\Users\\Owner\\wsp31_loop\\work\\claude\\rec_fcv-brief-exact3-b20.template.md"},{"i":64,"kind":"output","long":false,"text":"File created successfully at: C:\\Users\\Owner\\wsp31_loop\\work\\claude\\rec_fcv-brief-exact3-b20.template.md (file state is current in your context \u2014 no need to Read it back)"},{"i":65,"kind":"tool","long":false,"text":"Write: C:\\Users\\Owner\\wsp31_loop\\work\\claude\\mkrec11.py"},{"i":66,"kind":"output","long":false,"text":"File created successfully at: C:\\Users\\Owner\\wsp31_loop\\work\\claude\\mkrec11.py (file state is current in your context \u2014 no need to Read it back)"},{"i":67,"kind":"tool","long":false,"text":"Bash: scp -q -o BatchMode=yes mkrec11.py rec_fcv-brief-exact3-b20.template.md wrx90:/home/keith/gemma-v2/wsp31/authors/claude/code/ && ssh -o BatchMode=yes wrx90 'cd /home/keith/gemma-v2/wsp31/authors/claude; sed -i \"s/\\r$//\" code/mkrec11.py code/rec_fcv-brief-exact3-b20.template.md; date; grep \"SUMMARY\\|done\" scratch/logs/eval11g.log | cut -c1-1250; ls scratch/logs/ | grep close11; for a in H23 Q20 Q30 M20; do grep \"change of log p\" scratch/logs/close11_$a.log 2>/dev/null | cut -c1-300; done; python3 -c \"\nimport json\nd=json.load(open(\\\"scratch/job11/mk_table.json\\\"))\nfor L in [1,2,6,9,17,23,26,29,30,35,39,41,47,53,5,11,59]:\n    s=d[\\\"layers\\\"][str(L)]; print(L, {k:(round(v,3) if isinstance(v,float) else v) for k,v in s.items()})\n\"'"},{"i":68,"kind":"output","long":false,"text":"Sat Nov 14 10:02:03 AM EST 2026\n1 {'lam': 3.0, 'r2': 0.163, 'r2_full': 0.165, 'r2_const': 0.019, 'energy': 0.938, 'fit_r2': 0.328, 'ynorm': 24.695, 'pnorm': 12.038, 'use': True, 'n': 5817}\n2 {'lam': 3.0, 'r2': 0.175, 'r2_full': 0.175, 'r2_const': 0.007, 'energy': 0.967, 'fit_r2': 0.356, 'ynorm': 2.554, 'pnorm': 1.373, 'use': True, 'n': 5817}\n6 {'lam': 3.0, 'r2': 0.457, 'r2_full': 0.458, 'r2_const': 0.006, 'energy': 0.994, 'fit_r2': 0.586, 'ynorm': 6.013, 'pnorm': 3.593, 'use': True, 'n': 5817}\n9 {'lam': 3.0, 'r2': 0.074, 'r2_full': 0.072, 'r2_const': 0.001, 'energy': 0.956, 'fit_r2': 0.354, 'ynorm': 1.79, 'pnorm': 0.691, 'use': True, 'n': 5817}\n17 {'lam': 3.0, 'r2': 0.119, 'r2_full': 0.118, 'r2_const': 0.004, 'energy': 0.953, 'fit_r2': 0.276, 'ynorm': 5.059, 'pnorm': 1.363, 'use': True, 'n': 5817}\n23 {'lam': 3.0, 'r2': 0.128, 'r2_full': 0.135, 'r2_const': 0.012, 'energy': 0.849, 'fit_r2': 0.281, 'ynorm': 0.578, 'pnorm': 0.177, 'use': True, 'n': 5817}\n26 {'lam': 0.03, 'r2': 0.357, 'r2_full': 0.329, 'r2_const': 0.001, 'energy': 0.809, 'fit_r2': 0.771, 'ynorm': 0.238, 'pnorm': 0.089, 'use': True, 'n': 5817}\n29 {'lam': 3.0, 'r2': 0.361, 'r2_full': 0.415, 'r2_const': 0.021, 'energy': 0.907, 'fit_r2': 0.548, 'ynorm': 0.23, 'pnorm': 0.108, 'use': True, 'n': 5817}\n30 {'lam': 0.3, 'r2': 0.116, 'r2_full': 0.07, 'r2_const': 0.002, 'energy': 0.667, 'fit_r2': 0.424, 'ynorm': 0.216, 'pnorm': 0.085, 'use': True, 'n': 5817}\n35 {'lam': 0.3, 'r2': 0.399, 'r2_full': 0.417, 'r2_const': 0.013, 'energy': 0.772, 'fit_r2': 0.567, 'ynorm': 0.428, 'pnorm': 0.17, 'use': True, 'n': 5817}\n39 {'lam': 0.3, 'r2': 0.072, 'r2_full': -0.036, 'r2_const': 0.002, 'energy': 0.38, 'fit_r2': 0.215, 'ynorm': 0.134, 'pnorm': 0.043, 'use': True, 'n': 5817}\n41 {'lam': 0.3, 'r2': 0.393, 'r2_full': 0.351, 'r2_const': 0.009, 'energy': 0.723, 'fit_r2': 0.478, 'ynorm': 0.351, 'pnorm': 0.13, 'use': True, 'n': 5817}\n47 {'lam': 0.3, 'r2': 0.143, 'r2_full': 0.084, 'r2_const': 0.015, 'energy': 0.5, 'fit_r2': 0.17, 'ynorm': 0.654, 'pnorm': 0.176, 'use': True, 'n': 5817}\n53 {'lam': 3.0, 'r2': 0.081, 'r2_full': 0.075, 'r2_const': 0.015, 'energy': 0.712, 'fit_r2': 0.098, 'ynorm': 0.611, 'pnorm': 0.156, 'use': True, 'n': 5817}\n5 {'lam': 3.0, 'r2': 0.021, 'r2_full': 0.022, 'r2_const': 0.006, 'energy': 0.925, 'fit_r2': 0.237, 'ynorm': 5.756, 'pnorm': 1.902, 'use': False, 'n': 5817}\n11 {'lam': 3.0, 'r2': 0.035, 'r2_full': 0.035, 'r2_const': 0.017, 'energy': 0.891, 'fit_r2': 0.164, 'ynorm': 8.047, 'pnorm': 2.463, 'use': False, 'n': 5817}\n59 {'lam': 3.0, 'r2': 0.008, 'r2_full': -0.003, 'r2_const': 0.004, 'energy': 0.429, 'fit_r2': 0.046, 'ynorm': 0.921, 'pnorm': 0.125, 'use': False, 'n': 5817}"},{"i":69,"kind":"tool","long":false,"text":"Bash: ssh -o BatchMode=yes wrx90 'cd /home/keith/gemma-v2/wsp31/authors/claude; sleep 120; date; grep \"SUMMARY\\|done\" scratch/logs/eval11g.log | cut -c1-1250; tail -1 scratch/logs/eval11g.log | cut -c1-200'"},{"i":70,"kind":"output","long":false,"text":"Sat Nov 14 10:04:12 AM EST 2026\n[  177.2] SUMMARY P_I15 {\"records\": 8, \"positions\": 1278, \"flip_all\": 0.018779342723004695, \"flip_thought\": 0.03695652173913044, \"n_thought\": 460, \"early_close_top\": 0, \"dlogp_close_inside\": -0.0060778058093527085, \"n_close\": 8, \"dlogp_close_at_close\": -0.20197624185379937, \"close_kept\": 7, \"n_tool\": 8, \"flip_tool\": 0, \"kl_base\": 0.007701813848179084, \"tv_base\": 0.014357204588366226, \"dlogp_logged\": -0.0061283537925618916}\n[  177.2] SUMMARY Q10 {\"records\": 8, \"positions\": 1278, \"flip_all\": 0.006259780907668232, \"flip_thought\": 0.008695652173913044, \"n_thought\": 460, \"early_close_top\": 0, \"dlogp_close_inside\": -0.0033718679262244185, \"n_close\": 8, \"dlogp_close_at_close\": -0.010157163665553526, \"close_kept\": 7, \"n_tool\": 8, \"flip_tool\": 0, \"kl_base\": 0.001365398999787459, \"tv_base\": 0.005138033852330955, \"dlogp_logged\": -6.753590514705588e-05, \"kl_prompt_to_arm\": 0.0048311287289447445, \"kl_prompt_to_base\": 0.007701813848179084, \"reproduced\": 0.3727284475868041, \"shift_cos\": 0.3149704910779783, \"prompt_flips\": 24, \"prompt_flips_matched\": 7, \"resid_cos\": [\"0.00\", \"0.00\", \"0.00\", \"0.44\", \"0.46\", \"0.45\", \"0.52\", \"0.45\", \"0.44\", \"0.42\", \"0.48\"], \"resid_ratio\": [\"0.00\", \"0.00\", \"0.00\", \"0.29\", \"0.36\", \"0.47\", \"0.35\", \"0.33\", \"0.38\", \"0.40\", \"0.40\"]}\n[  177.2] SUMMARY Q20 {\"records\": 8, \"positions\": 1278, \"flip_all\": 0.010954616588419406, \"flip_thought\": 0.021739130434782608, \"n_thought\": 460, \"early_close_top\": 0, \"dlogp_close_inside\": 0.05238591121590656, \"n_close\": 8, \"dlogp_close_at_close\": -0.1024511015571079, \"close_kept\": 7, \"n_tool\": 8, \"flip_tool\": 0, \"kl_base\": 0.005089142850960178, \"tv_base\": 0.010443629629921652, \"dlogp_logged\": -0.003470412115908938, \"kl_prompt_to_arm\": 0.003629721508759288, \"kl_prompt_to_base\": 0.007701813848179084, \"reproduced\": 0.5287186135227805, \"shift_cos\": 0.39810841370822864, \"prompt_flips\": 24, \"prompt_flips_matched\": 11, \"resid_cos\": [\"0.00\", \"0.00\", \"0.00\", \"0.43\", \"0.44\", \"0.47\", \"0.55\", \"0.49\", \"0.50\", \"0.46\", \"0.49\"], \"resid_ratio\": [\"0.00\", \"0.00\", \"0.00\", \"0.56\", \"0.68\", \"0.85\", \"0.69\", \"0.62\", \"0.63\", \"0.63\", \"0.69\"]}\n[  177.2] SUMMARY Q30 {\"records\": 8, \"positions\": 1278, \"flip_all\": 0.01564945226917058, \"flip_thought\": 0.02826086956521739, \"n_thought\": 460, \"early_close_top\": 0, \"dlogp_close_inside\": 0.10437051524286685, \"n_close\": 8, \"dlogp_close_at_close\": -0.23109085866144596, \"close_kept\": 7, \"n_tool\": 8, \"flip_tool\": 0, \"kl_base\": 0.01055947932559, \"tv_base\": 0.015915308013581708, \"dlogp_logged\": -0.009257510934077519, \"kl_prompt_to_arm\": 0.004901377615374579, \"kl_prompt_to_base\": 0.007701813848179084, \"reproduced\": 0.36360736418819106, \"shift_cos\": 0.4160873535466679, \"prompt_flips\": 24, \"prompt_flips_matched\": 13, \"resid_cos\": [\"0.00\", \"0.00\", \"0.00\", \"0.44\", \"0.45\", \"0.49\", \"0.58\", \"0.54\", \"0.52\", \"0.50\", \"0.49\"], \"resid_ratio\": [\"0.00\", \"0.00\", \"0.00\", \"0.83\", \"0.99\", \"1.24\", \"1.06\", \"0.91\", \"0.91\", \"0.90\", \"0.98\"]}\n[  177.2] SUMMARY Q20c {\"records\": 8, \"positions\": 1278, \"flip_all\": 0.007042253521126761, \"flip_thought\": 0.013043478260869565, \"n_thought\": 460, \"early_close_top\": 0, \"dlogp_close_inside\": 0.0789593587750974, \"n_close\": 8, \"dlogp_close_at_close\": -0.06832367335573508, \"close_kept\": 7, \"n_tool\": 8, \"flip_tool\": 0, \"kl_base\": 0.0005339511345156668, \"tv_base\": 0.00349106650700405, \"dlogp_logged\": -0.0008808346144586848, \"kl_prompt_to_arm\": 0.006929396798889588, \"kl_prompt_to_base\": 0.007701813848179084, \"reproduced\": 0.10029027765610254, \"shift_cos\": 0.1710889410338305, \"prompt_flips\": 24, \"prompt_flips_matched\": 6, \"resid_cos\": [\"0.00\", \"0.00\", \"0.00\", \"0.06\", \"0.11\", \"0.06\", \"0.17\", \"0.18\", \"0.19\", \"0.21\", \"0.23\"], \"resid_ratio\": [\"0.00\", \"0.00\", \"0.00\", \"0.56\", \"0.54\", \"0.62\", \"0.37\", \"0.35\", \"0.40\", \"0.44\", \"0.45\"]}\n[  177.2] done\n[  177.2] done"},{"i":71,"kind":"tool","long":false,"text":"Bash: ssh -o BatchMode=yes wrx90 'cd /home/keith/gemma-v2/wsp31/authors/claude; sed -n 1,30p code/icv_gen.py | cut -c1-250; sed -n \"/^def gen_txt/,/^def close_txt/p\" code/mkrec8.py | cut -c1-330; cat scratch/logs/toolcall9.log | head -20 | cut -c1-300; ls scratch/logs | grep close11; date'"},{"i":72,"kind":"output","long":true,"text":"[line removed by the dashboard scrubber]\n\nServed single-turn generation (run as CMD of tools/gpu0_session.sh; no agent rollout): for mid-episode calls of\nheld-out stage-1 tasks, what the model writes from the start of the call\n  reference  : unedited model, logged prompt\n  prompt_I1  : unedited model, the instruction paragraph I1 inserted at the end of the first user message\n  each ADAPTER_DIR : edited model, logged prompt\n[line removed by the dashboard scrubber]\nhas the shape of tools/vgen.py (arms: [{name, rows: [{ids}]}]) so interp/toolcall_check.py reads it.\n\"\"\"\nimport argparse\nimport json\nimport os\nimport statistics\nimport sys\nimport time\nfrom concurrent.futures import ThreadPoolExecutor\n\nA_DIR = \"/home/keith/gemma-v2/wsp31/authors/claude\"\nTOOLS = \"/home/keith/gemma-v2/wsp31/tools\"\n[... 48 lines cut ...]\nscratch/job9/gen.json [F20]\n   17 episodes, 17 generated answers, 17 with a complete tool call\n   1. unpaired string delimiter: 0 of 17 tool calls = 0.0% (unedited 0.7% to 1.1%, mark 3%; chance of 0 or more at the highest unedited rate 1): tool-call syntax UNDECIDED\n      no verdict: NOT BROKEN needs 60 tool calls and a share below 3%; BROKEN needs a share of 3% or more and a chance of 0.001 or less for the calls\n[line removed by the dashboard scrubber]\n\nclose11_H23.log\nSat Nov 14 10:04:32 AM EST 2026"},{"i":73,"kind":"tool","long":false,"text":"Write: C:\\Users\\Owner\\wsp31_loop\\work\\claude\\gpu_hold11c.sh"},{"i":74,"kind":"output","long":false,"text":"File created successfully at: C:\\Users\\Owner\\wsp31_loop\\work\\claude\\gpu_hold11c.sh (file state is current in your context \u2014 no need to Read it back)"},{"i":75,"kind":"tool","long":false,"text":"Write: C:\\Users\\Owner\\wsp31_loop\\work\\claude\\fin11b.sh"},{"i":76,"kind":"output","long":false,"text":"File created successfully at: C:\\Users\\Owner\\wsp31_loop\\work\\claude\\fin11b.sh (file state is current in your context \u2014 no need to Read it back)"},{"i":77,"kind":"tool","long":false,"text":"Bash: scp -q -o BatchMode=yes gpu_hold11c.sh fin11b.sh wrx90:/home/keith/gemma-v2/wsp31/authors/claude/code/ && ssh -o BatchMode=yes wrx90 '. /home/keith/gemma-v2/env.sh; cd $R/wsp31/authors/claude; sed -i \"s/\\r$//\" code/gpu_hold11c.sh code/fin11b.sh; chmod +x code/gpu_hold11c.sh code/fin11b.sh; nohup bash -c \"flock $R/wsp31/gpu0.lock timeout 520 code/gpu_hold11c.sh\" > /dev/null 2>&1 & bash code/fin11b.sh 2>&1 | tail -10; date; for a in H23 Q20 Q30 M20; do grep \"change of log p\" scratch/logs/close11_$a.log 2>/dev/null | cut -c1-400; done'"},{"i":78,"kind":"output","long":false,"text":"saved queue/mk-pair-global-b20/edit dose 2.0 edit global layers [17, 23, 29, 35, 41, 47, 53] r 8 net_rel 0.001662\nsaved queue/mk-pair-global-b20/ctrl dose 2.0 ctrl global layers [17, 23, 29, 35, 41, 47, 53] r 8 net_rel 0.001662\nOK edit: 7 modules changed (of 7 present), r=8, max |dW|_F/|W|_F 0.03156 at 35.down_proj\nOK ctrl: 7 modules changed (of 7 present), r=8, max |dW|_F/|W|_F 0.03156 at 35.down_proj\nmine size: whole network 0.1662% over 7 matrices, largest matrix 3.1560% (35.down_proj), stable rank 2.3, per-matrix median 1.7278%\nctrl size: whole network 0.1662% over 7 matrices, largest matrix 3.1560% (35.down_proj), stable rank 2.3, per-matrix median 1.7278%\nd8b2224945577b7d430b78fd1f28aa0278f6f305a1d536d4bc042eb5e934e780  queue/mk-pair-global-b20/edit/adapter_model.\nd8b2224945577b7d430b78fd1f28aa0278f6f305a1d536d4bc042eb5e934e780  scratch/job11/ad/Q20/adapter_model.safetenso\n0eb8d737cf3d934736d897fb3933e049c1500c4a98b2442d67d8ee7956f73b08  queue/mk-pair-global-b20/ctrl/adapter_model.\n0eb8d737cf3d934736d897fb3933e049c1500c4a98b2442d67d8ee7956f73b08  scratch/job11/ad/Q20c/adapter_model.safetens\nSat Nov 14 10:05:00 AM EST 2026"},{"i":79,"kind":"tool","long":false,"text":"Write: C:\\Users\\Owner\\wsp31_loop\\work\\claude\\rec_mk-pair-global-b20.template.md"},{"i":80,"kind":"output","long":false,"text":"File created successfully at: C:\\Users\\Owner\\wsp31_loop\\work\\claude\\rec_mk-pair-global-b20.template.md (file state is current in your context \u2014 no need to Read it back)"},{"i":81,"kind":"tool","long":false,"text":"Bash: ssh -o BatchMode=yes wrx90 'cd /home/keith/gemma-v2/wsp31/authors/claude; date; for a in H23 Q20 Q30 M20; do echo $a; grep \"change of log p\\|Traceback\\|Error\" scratch/logs/close11_$a.log 2>/dev/null | cut -c1-500; done; tail -3 scratch/logs/close11_H23.log | cut -c1-400; cat scratch/hold11b_end 2>/dev/null; python3 -c \"\nimport json\ns=json.load(open(\\\"/home/keith/gemma-v2/wsp31/authors/claude/scratch/job11/summary.json\\\"))\nfor k in [\\\"M20\\\",\\\"G20\\\",\\\"Q20\\\"]:\n    if k in s: print(k, s[k][\\\"resid_ratio\\\"], s[k][\\\"resid_cos\\\"])\ns=json.load(open(\\\"/home/keith/gemma-v2/wsp31/authors/claude/scratch/job11/summary_g.json\\\"))\nfor k in [\\\"Q20\\\",\\\"Q10\\\",\\\"Q30\\\",\\\"Q20c\\\"]:\n    print(k, s[k][\\\"resid_ratio\\\"], s[k][\\\"resid_cos\\\"])\n\"'"},{"i":82,"kind":"output","long":false,"text":"Sat Nov 14 10:06:19 AM EST 2026\nH23\nQ20\nQ30\nM20\nM20 ['0.00', '7.68', '7.00', '5.52', '2.18', '1.39', '1.17', '1.13', '1.17', '1.14', '1.08'] ['0.00', '0.13', '0.28', '0.39', '0.33', '0.51', '0.62', '0.53', '0.53', '0.52', '0.59']\nG20 ['4.98', '1.80', '2.20', '3.02', '1.51', '1.64', '1.54', '1.31', '1.30', '1.19', '1.22'] ['0.23', '0.75', '0.59', '0.56', '0.49', '0.50', '0.59', '0.52', '0.53', '0.47', '0.40']\nQ20 ['0.00', '0.00', '0.00', '0.56', '0.68', '0.85', '0.69', '0.62', '0.63', '0.63', '0.69'] ['0.00', '0.00', '0.00', '0.43', '0.44', '0.47', '0.55', '0.49', '0.50', '0.46', '0.49']\nQ10 ['0.00', '0.00', '0.00', '0.29', '0.36', '0.47', '0.35', '0.33', '0.38', '0.40', '0.40'] ['0.00', '0.00', '0.00', '0.44', '0.46', '0.45', '0.52', '0.45', '0.44', '0.42', '0.48']\nQ30 ['0.00', '0.00', '0.00', '0.83', '0.99', '1.24', '1.06', '0.91', '0.91', '0.90', '0.98'] ['0.00', '0.00', '0.00', '0.44', '0.45', '0.49', '0.58', '0.54', '0.52', '0.50', '0.49']\nQ20c ['0.00', '0.00', '0.00', '0.56', '0.54', '0.62', '0.37', '0.35', '0.40', '0.44', '0.45'] ['0.00', '0.00', '0.00', '0.06', '0.11', '0.06', '0.17', '0.18', '0.19', '0.21', '0.23']"},{"i":83,"kind":"tool","long":false,"text":"Bash: python - <<'EOF'\np = \"rec_mk-pair-global-b20.template.md\"\nt = open(p, encoding=\"utf-8\").read()\na = \"\"\"  0.0101, 0.0073, 0.0085, 0.0072, 0.0121, 0.0213; the local layers between them 0.0008 to 0.006 (their share\n[line removed by the dashboard scrubber]\nb = \"\"\"  0.0101, 0.0073, 0.0085, 0.0072, 0.0121, 0.0213; local layers 2 to 52: 0.0008 to 0.006; layer 0 0.010, layers 54\n[line removed by the dashboard scrubber]\n  bf16 rounding (the two passes compute the same layer at shifted absolute positions), so the targets sit on a\n  noise floor of comparable size: at 21 local layers the held-out R^2 below is negative.\"\"\"\nassert a in t; t = t.replace(a, b)\na = \"| all 14 layers that pass, dose 2 (M20) | 0.0086 | 1.5% / 2.8% | 0.30 | 13 | 0 of 8 | +0.013 / -0.16 | 1.1 to 2.2 (5.5 to 7.7 at layers 6 to 18) | 0.33 to 0.62 |\"\nb = \"| all 14 layers that pass, dose 2 (M20) | 0.0086 | 1.5% / 2.8% | 0.30 | 13 | 0 of 8 | +0.013 / -0.16 | 1.1 to 5.5 (7.0 to 7.7 at layers 6 and 12) | 0.33 to 0.62 |\"\nassert a in t; t = t.replace(a, b)\na = \"| constant vector of the pair, 0039 (G20) | 0.0060 | 1.5% / 2.6% | 0.40 | 13 | 0 of 8 | -0.198 / -0.11 | 1.2 to 1.6 | 0.40 to 0.59 |\"\nb = \"| constant vector of the pair, 0039 (G20) | 0.0060 | 1.5% / 2.6% | 0.40 | 13 | 0 of 8 | -0.198 / -0.11 | 1.2 to 3.0 | 0.40 to 0.59 |\"\nassert a in t; t = t.replace(a, b)\nopen(p, \"w\", encoding=\"utf-8\", newline=\"\\n\").write(t)\nprint(\"ok\")\nEOF\nssh -o BatchMode=yes wrx90 'cd /home/keith/gemma-v2/wsp31/authors/claude; date; for a in H23 Q20 Q30 M20; do echo $a; grep \"change of log p\" scratch/logs/close11_$a.log 2>/dev/null | cut -c1-500; done; cat scratch/hold11b_end 2>/dev/null'"},{"i":84,"kind":"output","long":false,"text":"Exit code 1\nok\nSat Nov 14 10:06:46 AM EST 2026\nH23\nQ20\nQ30\nM20"},{"i":85,"kind":"tool","long":false,"text":"Bash: python - <<'EOF'\np = \"mkrec11.py\"\nt = open(p, encoding=\"utf-8\").read()\na = '''text = open(tpl).read()'''\nb = '''def gen_txt():\n    p = A + \"/scratch/job11/gen.json\"\n    if not os.path.exists(p):\n        return \"NOT RUN: the third GPU hold did not finish inside the turn; no served generation exists for this entry.\"\n    g = json.load(open(p))\n[line removed by the dashboard scrubber]\n    nm = {\"reference\": \"unedited\", \"prompt_I1\": \"unedited, paragraph I1 alone in the prompt\", \"Q20\": \"Q20 (`mk-pair-global-b20`)\",\n          \"H23\": \"H23 (`fcv-brief-exact3-b20`)\", \"Q20c\": \"Q20c (control of `mk-pair-global-b20`)\"}\n    for a in g[\"arms\"]:\n        s = a[\"summary\"]\n        L.append(\"| %s | %.0f | %.0f | %s | %.0f | %s | %d of %d | %d | %d |\" % (\n            nm.get(a[\"name\"], a[\"name\"]), s[\"thought_mean\"], s[\"thought_median\"],\n            (\"%d / %d\" % (s[\"thought_shorter\"], s[\"thought_longer\"])) if \"thought_shorter\" in s else \"-\",\n[line removed by the dashboard scrubber]\n    L.append(\"\")\n    L.append(\"%d contexts (calls %s).\" % (len(g[\"contexts\"]), \", \".join(str(c[\"call\"]) for c in g[\"contexts\"])))\n    return \"\\\\n\".join(L)\n\n\ndef toolcall_txt():\n    p = A + \"/scratch/logs/toolcall11.log\"\n    if not os.path.exists(p):\n        return \"not run.\"\n    out, cur = [], None\n    for l in open(p):\n        if \"gen.json [\" in l:\n            cur = l.strip().split(\"[\")[-1].rstrip(\"]\")\n        if \"unpaired string delimiter:\" in l and cur:\n            out.append(\"%s: %s\" % (cur, l.split(\"unpaired string delimiter:\")[1].split(\"(\")[0].strip()))\n    return \"; \".join(out) + \" (unedited rollouts 0.7% to 1.1%; too few calls for the tool's verdict, which needs 60).\" if out else \"no output.\"\n\n\ntext = open(tpl).read()'''\nassert a in t; t = t.replace(a, b)\na = '''rep = {\"{{CLOSE}}\": close_txt(),'''\nb = '''rep = {\"{{CLOSE}}\": close_txt(), \"{{GEN}}\": gen_txt(), \"{{TOOLCALL}}\": toolcall_txt(),'''\nassert a in t; t = t.replace(a, b)\nopen(p, \"w\", encoding=\"utf-8\", newline=\"\\n\").write(t)\nEOF\nscp -q -o BatchMode=yes mkrec11.py rec_mk-pair-global-b20.template.md wrx90:/home/keith/gemma-v2/wsp31/authors/claude/code/ && ssh -o BatchMode=yes wrx90 'cd /home/keith/gemma-v2/wsp31/authors/claude; sed -i \"s/\\r$//\" code/mkrec11.py code/rec_mk-pair-global-b20.template.md; sleep 60; date; for a in H23 Q20 Q30 M20; do echo $a; grep \"change of log p\" scratch/logs/close11_$a.log 2>/dev/null | cut -c1-500; done; tail -2 scratch/logs/close11_H23.log | cut -c1-300'"},{"i":86,"kind":"output","long":false,"text":"Sat Nov 14 10:08:01 AM EST 2026\nH23\nQ20\nQ30\nM20\n[This command modified 1 file you've previously read: mkrec11.py. Call Read before editing.]"},{"i":87,"kind":"tool","long":false,"text":"Read: C:\\Users\\Owner\\wsp31_loop\\work\\claude\\mkrec11.py"},{"i":88,"kind":"output","long":false,"text":"47\t    L.append(\"\")\n48\t    L.append(\"%d contexts (calls %s).\" % (len(g[\"contexts\"]), \", \".join(str(c[\"call\"]) for c in g[\"contexts\"])))\n49\t    return \"\n50\t\".join(L)\n51\t"},{"i":89,"kind":"tool","long":false,"text":"Edit: C:\\Users\\Owner\\wsp31_loop\\work\\claude\\mkrec11.py"},{"i":90,"kind":"output","long":false,"text":"The file C:\\Users\\Owner\\wsp31_loop\\work\\claude\\mkrec11.py has been updated successfully."},{"i":91,"kind":"tool","long":false,"text":"Bash: scp -q -o BatchMode=yes mkrec11.py wrx90:/home/keith/gemma-v2/wsp31/authors/claude/code/ && ssh -o BatchMode=yes wrx90 'cd /home/keith/gemma-v2/wsp31/authors/claude; sed -i \"s/\\r$//\" code/mkrec11.py; python3 -c \"import ast;ast.parse(open(\\\"code/mkrec11.py\\\").read());print(\\\"syntax ok\\\")\"; date; for a in H23 Q20 Q30 M20; do echo $a; grep \"change of log p\" scratch/logs/close11_$a.log 2>/dev/null | cut -c1-500; done; tail -2 scratch/logs/close11_H23.log | cut -c1-300; ps aux | grep closeprobe | grep -v grep | wc -l'"},{"i":92,"kind":"output","long":false,"text":"syntax ok\nSat Nov 14 10:08:12 AM EST 2026\nH23\nQ20\nQ30\nM20\n2"},{"i":93,"kind":"tool","long":false,"text":"Bash: ssh -o BatchMode=yes wrx90 'cd /home/keith/gemma-v2/wsp31/authors/claude; sleep 45; date; cat scratch/logs/close11_H23.log | tail -12 | cut -c1-400; ls -la scratch/job11/ | grep close'"},{"i":94,"kind":"output","long":false,"text":"Exit code 1\nSat Nov 14 10:09:03 AM EST 2026"},{"i":95,"kind":"tool","long":false,"text":"Bash: ssh -o BatchMode=yes wrx90 'cd /home/keith/gemma-v2/wsp31/authors/claude; date; ps aux | grep -E \"closeprobe|gpu_hold11\" | grep -v grep | cut -c1-250; grep -n \"cache\" /home/keith/gemma-v2/wsp31/tools/closeprobe.py | head -12 | cut -c1-220; ls -la scratch/data scratch/job11 | head -30; cat scratch/logs/close11_Q20.log | tail -5 | cut -c1-300'"},{"i":96,"kind":"output","long":false,"text":"Sat Nov 14 10:09:14 AM EST 2026\nkeith     548097  0.0  0.0   8372  2496 ?        S    10:00   0:00 flock /home/keith/gemma-v2/wsp31/gpu0.lock timeout 1300 code/gpu_hold11b.sh\nkeith     548099  0.0  0.0  17652  8016 ?        S    10:00   0:00 timeout 1300 code/gpu_hold11b.sh\nkeith     548100  0.0  0.0  10136  4292 ?        S    10:00   0:00 /bin/bash code/gpu_hold11b.sh\nkeith     558453  0.0  0.0   8372  2496 ?        S    10:04   0:00 flock /home/keith/gemma-v2/wsp31/gpu0.lock timeout 520 code/gpu_hold11c.sh\nkeith     567775  0.0  0.0  17784  7940 ?        S    10:07   0:00 timeout 240 /home/keith/gemma-v2/tii-venv/bin/python /home/keith/gemma-v2/wsp31/tools/closeprobe.py --adapter /home/keith/gemma-v2/wsp31/authors/claude/scratch/job11/ad/Q20 --out /hom\nkeith     567776  110 12.9 106300892 24991464 ?  Rl   10:07   1:33 /home/keith/gemma-v2/tii-venv/bin/python /home/keith/gemma-v2/wsp31/tools/closeprobe.py --adapter /home/keith/gemma-v2/wsp31/authors/claude/scratch/job11/ad/Q20 --out /home/keith/gemm\n4:GPU0 (no server; run under the gpu0 lock; about 5 s per call record and arm, the reference arm is cached).\n72:    ap.add_argument(\"--no-cache\", action=\"store_true\")\n[line removed by the dashboard scrubber]\nscratch/data:\ntotal 12\ndrwxrwxr-x  3 keith keith 4096 Nov 14 10:06 .\ndrwxrwxr-x 12 keith keith 4096 Nov 14 10:05 ..\ndrwxrwxr-x  2 keith keith 4096 Nov 14 10:06 cache\n\nscratch/job11:\ntotal 79216\ndrwxrwxr-x  3 keith keith     4096 Nov 14 10:03 .\ndrwxrwxr-x 12 keith keith     4096 Nov 14 10:05 ..\ndrwxrwxr-x 13 keith keith     4096 Nov 14 10:00 ad\n-rw-rw-r--  1 keith keith 17571533 Nov 14 09:58 eval.pt\n-rw-rw-r--  1 keith keith 11734489 Nov 14 10:03 eval_g.pt\n-rw-rw-r--  1 keith keith 51746698 Nov 14 09:54 mk_stats.pt\n-rw-rw-r--  1 keith keith    22387 Nov 14 09:54 mk_table.json\n-rw-rw-r--  1 keith keith     8305 Nov 14 09:58 summary.json\n-rw-rw-r--  1 keith keith     5487 Nov 14 10:03 summary_g.json"},{"i":97,"kind":"tool","long":false,"text":"Bash: ssh -o BatchMode=yes wrx90 '. /home/keith/gemma-v2/env.sh; cd $R/wsp31/authors/claude; mv scratch/job11/ad/Q30 scratch/job11/ad/Q30_x; mv scratch/job11/ad/M20 scratch/job11/ad/M20_x; cat > code/gpu_hold11d.sh <<\"EOF\"\n#!/bin/bash\n# fourth, short GPU-0 hold of turn 11 (author claude): tools/closeprobe.py on arm H23 (its first run was cut at 240 s\n# while it computed the cached reference arm).\n. /home/keith/gemma-v2/env.sh\ncd /home/keith/gemma-v2/wsp31/authors/claude\nexport WSP31_WORK=$PWD/scratch CUDA_DEVICE_ORDER=PCI_BUS_ID CUDA_VISIBLE_DEVICES=0\ndate > scratch/hold11d_start\n[ $(date +%s) -gt $(date -d \"2026-11-14 10:45:00\" +%s) ] && { echo late > scratch/hold11d_end; exit 0; }\ntimeout 290 $PY $R/wsp31/tools/closeprobe.py --adapter $PWD/scratch/job11/ad/H23 --out $PWD/scratch/job11/close_H23.json > scratch/logs/close11_H23.log 2>&1\ndate > scratch/hold11d_end\nEOF\nchmod +x code/gpu_hold11d.sh; nohup bash -c \"flock $R/wsp31/gpu0.lock timeout 320 code/gpu_hold11d.sh\" > /dev/null 2>&1 & sleep 1; date; ls scratch/job11/ad'"},{"i":98,"kind":"output","long":false,"text":"Sat Nov 14 10:09:33 AM EST 2026\nG20\nH23\nH23c\nM10\nM10c\nM20_x\nM20c\nQ10\nQ20\nQ20c\nQ30_x"},{"i":99,"kind":"tool","long":false,"text":"Bash: ssh -o BatchMode=yes wrx90 '. /home/keith/gemma-v2/env.sh; cd $R/wsp31/authors/claude; $PY code/mkrec11.py fcv-brief-exact3-b20 code/rec_fcv-brief-exact3-b20.template.md H23 2>&1 | tail -8; $PY code/mkrec11.py mk-pair-global-b20 code/rec_mk-pair-global-b20.template.md Q20 \"PREDNOTE=x\" 2>&1 | tail -8; date'"},{"i":100,"kind":"output","long":false,"text":"record fcv-brief-exact3-b20 ok\ntitle (140 chars): Instruction pair vector with the 'be exact about what the issue asks' part written three times (layers 6 to 24), think-briefly part at dose \n   ## Hypothesis 4596 chars \n   ## Exact recipe 4754 chars \n   ## Prediction (written before the run) 1252 chars \n- not run (no time left in the hold); the only numbers are the 8 closes of the table above.\nrecord mk-pair-global-b20 ok\n[line removed by the dashboard scrubber]\n   ## Hypothesis 6618 chars \n   ## Exact recipe 5851 chars \n   ## Prediction (written before the run) 1366 chars \n- not run (no time left in the hold); the only numbers are the 8 closes of the table above.\nSat Nov 14 10:09:42 AM EST 2026"},{"i":101,"kind":"tool","long":false,"text":"Bash: python - <<'EOF'\nfor p, new in [(\"rec_fcv-brief-exact3-b20.template.md\", \"title: Instruction pair vector, 'be exact about what the issue asks' part written three times in layers 6 to 24, think-briefly part at dose 2\"),\n[line removed by the dashboard scrubber]\n    t = open(p, encoding=\"utf-8\").read().split(chr(10))\n    assert t[0].startswith(\"title: \")\n    t[0] = new\n    print(len(new) - 7, new)\n    open(p, \"w\", encoding=\"utf-8\", newline=chr(10)).write(chr(10).join(t))\nEOF\nscp -q -o BatchMode=yes rec_fcv-brief-exact3-b20.template.md rec_mk-pair-global-b20.template.md wrx90:/home/keith/gemma-v2/wsp31/authors/claude/code/ && ssh -o BatchMode=yes wrx90 'cd /home/keith/gemma-v2/wsp31/authors/claude; sed -i \"s/\\r$//\" code/rec_*b20.template.md; date; grep \"change of log p\" scratch/logs/close11_Q20.log | cut -c1-600; cat scratch/hold11b_end 2>/dev/null; ls scratch/hold11*'"},{"i":102,"kind":"output","long":false,"text":"134 title: Instruction pair vector, 'be exact about what the issue asks' part written three times in layers 6 to 24, think-briefly part at dose 2\n[line removed by the dashboard scrubber]\nSat Nov 14 10:09:54 AM EST 2026\nscratch/hold11_end\nscratch/hold11_start\nscratch/hold11a_end\nscratch/hold11a_start\nscratch/hold11b_start\n[This command modified 2 files you've previously read: rec_fcv-brief-exact3-b20.template.md, rec_mk-pair-global-b20.template.md. Call Read before editing.]"},{"i":103,"kind":"tool","long":false,"text":"Bash: ssh -o BatchMode=yes wrx90 'cd /home/keith/gemma-v2/wsp31/authors/claude; sleep 100; date; grep \"change of log p\" scratch/logs/close11_Q20.log | cut -c1-700; tail -3 scratch/logs/close11_Q20.log | cut -c1-300; ls scratch/hold11*; tail -2 scratch/logs/gen11.log 2>/dev/null | cut -c1-200'"},{"i":104,"kind":"output","long":false,"text":"Sat Nov 14 10:11:50 AM EST 2026\nchange of log p(close) at close: mean +0.063, raised at 0.900 of 40 positions\nchange of log p(close) at cont: mean +0.650, raised at 0.595 of 126 positions\nedit      cont  800+      n=   1  log p(close)   -5.381  top is close 0.000  log p(logged)   -0.006  top is logged 1.000\nchange of log p(close) at close: mean +0.063, raised at 0.900 of 40 positions\nchange of log p(close) at cont: mean +0.650, raised at 0.595 of 126 positions\nscratch/hold11_end\nscratch/hold11_start\nscratch/hold11a_end\nscratch/hold11a_start\nscratch/hold11b_end\nscratch/hold11b_start\nscratch/hold11c_start\nserver up after 73s (pid/pgid 578044, log /home/keith/gemma-v2/wsp31/authors/claude/scratch/logs/server_18400_1114_101017.log)\n[line removed by the dashboard scrubber]"},{"i":105,"kind":"tool","long":false,"text":"Bash: ssh -o BatchMode=yes wrx90 'cd /home/keith/gemma-v2/wsp31/authors/claude; grep -E \"^(reference|edit) +(close|cont) +all|change of\" scratch/logs/close11_Q20.log | cut -c1-200; sleep 150; date; tail -12 scratch/logs/gen11.log | cut -c1-330'"},{"i":106,"kind":"output","long":false,"text":"reference close all       n=  40  log p(close)   -0.071  top is close 1.000  log p(logged)   -0.071  top is logged 1.000\nreference cont  all       n= 126  log p(close)  -19.572  top is close 0.000  log p(logged)   -0.114  top is logged 0.992\nedit      close all       n=  40  log p(close)   -0.008  top is close 1.000  log p(logged)   -0.008  top is logged 1.000\nedit      cont  all       n= 126  log p(close)  -18.922  top is close 0.016  log p(logged)   -0.236  top is logged 0.913\nchange of log p(close) at close: mean +0.063, raised at 0.900 of 40 positions\nchange of log p(close) at cont: mean +0.650, raised at 0.595 of 126 positions\nSat Nov 14 10:14:28 AM EST 2026\n[line removed by the dashboard scrubber]\n[line removed by the dashboard scrubber]\n[line removed by the dashboard scrubber]\n[line removed by the dashboard scrubber]\n[line removed by the dashboard scrubber]\n[line removed by the dashboard scrubber]\n[line removed by the dashboard scrubber]\n[line removed by the dashboard scrubber]\n[line removed by the dashboard scrubber]\n[line removed by the dashboard scrubber]\ncmd rc=0\nserver 578044 stopped at 10:13:35, hold 198s"},{"i":107,"kind":"tool","long":false,"text":"Bash: ssh -o BatchMode=yes wrx90 '. /home/keith/gemma-v2/env.sh; cd $R/wsp31/authors/claude; grep -v \"^\\[\" scratch/logs/gen11.log | tail -14 | cut -c1-400; grep \"gen.json \\[\\|unpaired\\|complete tool\" scratch/logs/toolcall11.log | cut -c1-200; date'"},{"i":108,"kind":"output","long":false,"text":"server up after 73s (pid/pgid 578044, log /home/keith/gemma-v2/wsp31/authors/claude/scratch/logs/server_18400_1114_101017.log)\n[line removed by the dashboard scrubber]\n[line removed by the dashboard scrubber]\n[line removed by the dashboard scrubber]\n[line removed by the dashboard scrubber]\n[line removed by the dashboard scrubber]\n[line removed by the dashboard scrubber]\ncmd rc=0\nserver 578044 stopped at 10:13:35, hold 198s\nstored unedited reference (7 arms of 120 episodes): unpaired delimiter 0.7% to 1.1% of tool calls (in 3.4% to 8.6% of the episodes); loops 0.0 to 4.3 per 100 episodes (0.0% to 7.5% of long thoughts)\nscratch/job11/gen.json [reference]\n   17 episodes, 17 generated answers, 17 with a complete tool call\n   1. unpaired string delimiter: 0 of 17 tool calls = 0.0% (unedited 0.7% to 1.1%, mark 3%; chance of 0 or more at the highest unedited rate 1): tool-call syntax UNDECIDED\nscratch/job11/gen.json [prompt_I1]\n   17 episodes, 17 generated answers, 17 with a complete tool call\n   1. unpaired string delimiter: 0 of 17 tool calls = 0.0% (unedited 0.7% to 1.1%, mark 3%; chance of 0 or more at the highest unedited rate 1): tool-call syntax UNDECIDED\nscratch/job11/gen.json [Q20]\n   17 episodes, 17 generated answers, 17 with a complete tool call\n   1. unpaired string delimiter: 0 of 17 tool calls = 0.0% (unedited 0.7% to 1.1%, mark 3%; chance of 0 or more at the highest unedited rate 1): tool-call syntax UNDECIDED\nscratch/job11/gen.json [H23]\n   17 episodes, 17 generated answers, 17 with a complete tool call\n   1. unpaired string delimiter: 0 of 17 tool calls = 0.0% (unedited 0.7% to 1.1%, mark 3%; chance of 0 or more at the highest unedited rate 1): tool-call syntax UNDECIDED\nscratch/job11/gen.json [Q20c]\n   17 episodes, 17 generated answers, 17 with a complete tool call\n   1. unpaired string delimiter: 0 of 17 tool calls = 0.0% (unedited 0.7% to 1.1%, mark 3%; chance of 0 or more at the highest unedited rate 1): tool-call syntax UNDECIDED\nSat Nov 14 10:14:35 AM EST 2026"},{"i":109,"kind":"tool","long":false,"text":"Bash: python - <<'EOF'\np = \"rec_mk-pair-global-b20.template.md\"\nt = open(p, encoding=\"utf-8\").read()\n[line removed by the dashboard scrubber]\n[line removed by the dashboard scrubber]\nassert a in t; t = t.replace(a, b)\na = \"Point estimate +1. Behaviour, against the unedited arms of the same batch (budget `x2`), in the direction of 0039 and\\nabout half to all of its size:\"\nb = \"Point estimate +1. Behaviour, against the unedited arms of the same batch (budget `x2`), in the direction of 0039 and\\nabout a third to all of its size:\"\nassert a in t; t = t.replace(a, b)\na = \"{{PREDNOTE}}\"\n[line removed by the dashboard scrubber]\n     \"against 47, most of it from one turn), where the paragraph I1 in the prompt shortened 7 and lengthened none. So the\\n\"\n[line removed by the dashboard scrubber]\n     \"run decides between the two pre-tests.\")\nassert a in t; t = t.replace(a, b)\na = \"Pre-test 2, thought ends, `tools/closeprobe.py` (40 logged closes, exact contexts; flag below -0.05):\\n\\n{{CLOSE}}\\n\"\nb = (\"Pre-test 2, thought ends, `tools/closeprobe.py` (40 logged closes, exact contexts; flag below -0.05):\\n\\n{{CLOSE}}\\n\\n\"\n[line removed by the dashboard scrubber]\n[line removed by the dashboard scrubber]\nassert a in t; t = t.replace(a, b)\nopen(p, \"w\", encoding=\"utf-8\", newline=chr(10)).write(t)\nprint(\"ok\")\nEOF\nscp -q -o BatchMode=yes rec_mk-pair-global-b20.template.md wrx90:/home/keith/gemma-v2/wsp31/authors/claude/code/ && ssh -o BatchMode=yes wrx90 '. /home/keith/gemma-v2/env.sh; cd $R/wsp31/authors/claude; sed -i \"s/\\r$//\" code/rec_mk-pair-global-b20.template.md; $PY code/mkrec11.py mk-pair-global-b20 code/rec_mk-pair-global-b20.template.md Q20 2>&1 | tail -7; grep -n \"predicted_gain_120\\|^size:\\|^base:\\|^control size\" queue/mk-pair-global-b20/record.md; sed -n \"/Pre-test 2/,/toolcall_check.py.:/p\" queue/mk-pair-global-b20/record.md | cut -c1-330; ls queue/mk-pair-global-b20; date'"},{"i":110,"kind":"output","long":true,"text":"ok\nrecord mk-pair-global-b20 ok\n[line removed by the dashboard scrubber]\n   ## Hypothesis 6618 chars \n   ## Exact recipe 7020 chars \n   ## Prediction (written before the run) 1774 chars \n- global layers, dose 2 (Q20): change of log p(close) at close: mean +0.063, raised at 0.900 of 40 positions; change of log p(close) at cont: mean +0.650, raised at 0.595 of 126 positions\n62:base: champion generation 0\n66:size: whole network 0.1662% over 7 matrices, largest matrix 3.1560%\n68:control size: whole network 0.1662% over 7 matrices, largest matrix 3.1560%\n148:predicted_gain_120: -5 to 7\nPre-test 2, thought ends, `tools/closeprobe.py` (40 logged closes, exact contexts; flag below -0.05):\n\n- global layers, dose 2 (Q20): change of log p(close) at close: mean +0.063, raised at 0.900 of 40 positions; change of log p(close) at cont: mean +0.650, raised at 0.595 of 126 positions\n\n[line removed by the dashboard scrubber]\n[line removed by the dashboard scrubber]\n\nPre-test 3, served single turns (`code/icv_gen.py` under `gpu0_session.sh`, port [port], no tool executed, no rollout;\n[line removed by the dashboard scrubber]\n[... 10 lines cut ...]\n\n`toolcall_check.py`: reference: 0 of 17 tool calls = 0.0%; prompt_I1: 0 of 17 tool calls = 0.0%; Q20: 0 of 17 tool calls = 0.0%; H23: 0 of 17 tool calls = 0.0%; Q20c: 0 of 17 tool calls = 0.0% (unedited rollouts 0.7% to 1.1%; too few calls for the tool's verdict, which needs 60).\nbuild.sh\nctrl\nedit\nrecord.md\nSat Nov 14 10:14:56 AM EST 2026\n[This command modified 1 file you've previously read: rec_mk-pair-global-b20.template.md. Call Read before editing.]"},{"i":111,"kind":"tool","long":false,"text":"Bash: ssh -o BatchMode=yes wrx90 '. /home/keith/gemma-v2/env.sh; cd $R/wsp31/authors/claude; sed -i \"s/noise floor of comparable size: at 21 local layers the held-out R^2 below is negative\\./noise floor of comparable size: at 20 local layers the held-out R^2 below is negative./\" code/rec_mk-pair-global-b20.template.md; grep -c \"at 20 local layers\" code/rec_mk-pair-global-b20.template.md; $PY code/mkrec11.py mk-pair-global-b20 code/rec_mk-pair-global-b20.template.md Q20 2>&1 | sed -n 1,5p; Q=queue/mk-pair-global-b20; $PY $R/wsp31/tools/check_adapter.py $Q/edit; $PY $R/wsp31/tools/check_adapter.py $Q/ctrl; sha256sum $Q/edit/adapter_model.safetensors scratch/job11/ad/Q20/adapter_model.safetensors | cut -c1-20; cat $Q/edit/adapter_config.json | head -c 400; echo; touch $Q/READY; ls $Q; date; tail -3 scratch/logs/close11_H23.log | cut -c1-200'"},{"i":112,"kind":"output","long":false,"text":"1\nrecord mk-pair-global-b20 ok\n[line removed by the dashboard scrubber]\n   ## Hypothesis 6618 chars \n   ## Exact recipe 7020 chars \n   ## Prediction (written before the run) 1774 chars \nOK edit: 7 modules changed (of 7 present), r=8, max |dW|_F/|W|_F 0.03156 at 35.down_proj\nOK ctrl: 7 modules changed (of 7 present), r=8, max |dW|_F/|W|_F 0.03156 at 35.down_proj\nd8b2224945577b7d430b\nd8b2224945577b7d430b\n{\n \"base_model_name_or_path\": \"/home/keith/gemma-v2/models/gemma-4-31b-it-qat-w4a16-ct\",\n \"bias\": \"none\",\n \"lora_alpha\": 16,\n \"lora_dropout\": 0.0,\n \"peft_type\": \"LORA\",\n \"r\": 8,\n \"target_modules\": \"^model\\\\.language_model\\\\.layers\\\\.\\\\d+\\\\.(self_attn\\\\.(q_proj|k_proj|v_proj|o_proj)|mlp\\\\.(gate_proj|up_proj|down_proj))$\",\n \"task_type\": \"CAUSAL_LM\",\n \"use_rslora\": false\n}\nREADY\nbuild.sh\nctrl\nedit\nrecord.md\nSat Nov 14 10:15:16 AM EST 2026"},{"i":113,"kind":"tool","long":false,"text":"Bash: ssh -o BatchMode=yes wrx90 '. /home/keith/gemma-v2/env.sh; cd $R/wsp31/authors/claude; $PY - <<\"EOF\"\nimport json\ng = json.load(open(\"scratch/job11/gen.json\"))\n[line removed by the dashboard scrubber]\nfor a in g[\"arms\"]:\n    r = a[\"rows\"]\n    print(a[\"name\"], [(i, x.get(\"tool\"), x.get(\"tool_ok\"), x.get(\"thought\")) for i, x in enumerate(r) if x.get(\"tool\") == \"submit_patch\" or not x.get(\"tool_ok\", True)])\nEOF\ndate; tail -2 scratch/logs/close11_H23.log | cut -c1-200'"},{"i":114,"kind":"output","long":false,"text":"[line removed by the dashboard scrubber]\nreference []\nprompt_I1 [(9, 'submit_patch', None, None)]\nQ20 []\nH23 [(9, 'submit_patch', None, None)]\nQ20c []\nSat Nov 14 10:15:25 AM EST 2026"},{"i":115,"kind":"tool","long":false,"text":"Bash: ssh -o BatchMode=yes wrx90 'cd /home/keith/gemma-v2/wsp31/authors/claude; grep -n \"tool_ok\\|outcome\" code/icv_gen.py | head -12 | cut -c1-220; python3 - <<\"EOF\"\nimport json\ng = json.load(open(\"/home/keith/gemma-v2/wsp31/authors/claude/scratch/job11/gen.json\"))\nfor a in g[\"arms\"]:\n    print(a[\"name\"], [x[\"outcome\"] for x in a[\"rows\"]][9], a[\"rows\"][9][\"tool\"], a[\"rows\"][9][\"n\"], g[\"contexts\"][9])\nEOF\ntail -2 scratch/logs/close11_H23.log | cut -c1-200; date'"},{"i":116,"kind":"output","long":false,"text":"77:                             tool=c.get(\"tool\"), outcome=c.get(\"outcome\"), loop=loop_share(g)))\n88:                 cut=sum(x[\"cut\"] for x in rows), tool_ok=sum(x[\"outcome\"] == \"tool_ok\" for x in rows),\nreference tool_ok run_command 63 {'instance': '[task]', 'call': 26, 'n': 3369}\nprompt_I1 tool_bad submit_patch 48 {'instance': '[task]', 'call': 26, 'n': 3369}\nQ20 tool_ok run_command 63 {'instance': '[task]', 'call': 26, 'n': 3369}\nH23 tool_bad submit_patch 48 {'instance': '[task]', 'call': 26, 'n': 3369}\nQ20c tool_ok run_command 63 {'instance': '[task]', 'call': 26, 'n': 3369}\nSat Nov 14 10:15:33 AM EST 2026"},{"i":117,"kind":"tool","long":false,"text":"Bash: python - <<'EOF'\np = \"rec_fcv-brief-exact3-b20.template.md\"\nt = open(p, encoding=\"utf-8\").read()\ni = t.index(\"Not run: served generation\")\nj = t.index(\"## Prediction (written before the run)\")\nnew = (\"Served single turns (`code/icv_gen.py` under `gpu0_session.sh`, port [port], no tool executed, no rollout; mid-episode\\n\"\n[line removed by the dashboard scrubber]\n       \"`toolcall_check.py`: {{TOOLCALL}}\\n\\n\"\n       \"In one turn (`[task]`, call 26) this entry calls `submit_patch` where the unedited model runs a command; the\\n\"\n       \"unedited model with I1 in the prompt does the same there (the generation script counts a `submit_patch` as not\\n\"\n       \"well-formed in both; `toolcall_check.py` counts 17 complete tool calls for every arm). Thoughts are shorter than the\\n\"\n       \"unedited model's in 5 turns and longer in 4: in single turns the brevity is weaker than the prompt's (7 and 0).\\n\\n\")\nt = t[:i] + new + t[j:]\na = \"The hypothesis is wrong if the finished-wrong count is 30 or more\"\nassert a in t\nopen(p, \"w\", encoding=\"utf-8\", newline=chr(10)).write(t)\nprint(\"ok\")\nEOF\nscp -q -o BatchMode=yes rec_fcv-brief-exact3-b20.template.md wrx90:/home/keith/gemma-v2/wsp31/authors/claude/code/ && ssh -o BatchMode=yes wrx90 'cd /home/keith/gemma-v2/wsp31/authors/claude; sed -i \"s/\\r$//\" code/rec_fcv-brief-exact3-b20.template.md; sleep 50; date; grep -E \"^(reference|edit) +(close|cont) +all|change of\" scratch/logs/close11_H23.log | cut -c1-200; cat scratch/hold11d_end 2>/dev/null'"},{"i":118,"kind":"output","long":false,"text":"ok\nSat Nov 14 10:16:36 AM EST 2026\nreference close all       n=  40  log p(close)   -0.071  top is close 1.000  log p(logged)   -0.071  top is logged 1.000\nreference cont  all       n= 126  log p(close)  -19.572  top is close 0.000  log p(logged)   -0.114  top is logged 0.992\nedit      close all       n=  40  log p(close)   -0.038  top is close 1.000  log p(logged)   -0.038  top is logged 1.000\nedit      cont  all       n= 126  log p(close)  -19.611  top is close 0.000  log p(logged)   -0.139  top is logged 0.960\nchange of log p(close) at close: mean +0.032, raised at 0.850 of 40 positions\nchange of log p(close) at cont: mean -0.040, raised at 0.405 of 126 positions\nSat Nov 14 10:15:55 AM EST 2026\n[This command modified 1 file you've previously read: rec_fcv-brief-exact3-b20.template.md. Call Read before editing.]"},{"i":119,"kind":"tool","long":false,"text":"Bash: ssh -o BatchMode=yes wrx90 '. /home/keith/gemma-v2/env.sh; cd $R/wsp31/authors/claude; $PY code/mkrec11.py fcv-brief-exact3-b20 code/rec_fcv-brief-exact3-b20.template.md H23 2>&1 | sed -n 1,6p; Q=queue/fcv-brief-exact3-b20; grep -n \"predicted_gain_120\\|^size:\\|^base:\\|^control size\" $Q/record.md; sed -n \"/Thought ends/,/## Prediction/p\" $Q/record.md | cut -c1-260; $PY $R/wsp31/tools/check_adapter.py $Q/edit; $PY $R/wsp31/tools/check_adapter.py $Q/ctrl; sha256sum $Q/edit/adapter_model.safetensors scratch/job11/ad/H23/adapter_model.safetensors | cut -c1-20; touch $Q/READY; ls $Q; date; ls queue | wc -l; ls queue/*/READY | tail -4'"},{"i":120,"kind":"output","long":true,"text":"record fcv-brief-exact3-b20 ok\ntitle (134 chars): Instruction pair vector, 'be exact about what the issue asks' part written three times in layers 6 to 24, think-briefly part at dose 2\n   ## Hypothesis 4596 chars \n   ## Exact recipe 6158 chars \n   ## Prediction (written before the run) 1252 chars \n- this entry (H23): change of log p(close) at close: mean +0.032, raised at 0.850 of 40 positions; change of log p(close) at cont: mean -0.040, raised at 0.405 of 126 positions\n44:base: champion generation 0\n48:size: whole network 0.6819% over 180 matrices, largest matrix 2.0319%\n50:control size: whole network 0.6820% over 180 matrices, largest matrix 2.0360%\n126:predicted_gain_120: -5 to 7\nThought ends, `tools/closeprobe.py` (40 logged closes, exact contexts; flag below -0.05):\n\n- this entry (H23): change of log p(close) at close: mean +0.032, raised at 0.850 of 40 positions; change of log p(close) at cont: mean -0.040, raised at 0.405 of 126 positions\n\nServed single turns (`code/icv_gen.py` under `gpu0_session.sh`, port [port], no tool executed, no rollout; mid-episode\n[line removed by the dashboard scrubber]\n\n[line removed by the dashboard scrubber]\n|---|---|---|---|---|---|---|---|---|\n| unedited | 47 | 30 | - | 139 | - | 17 of 17 | 0 | 0 |\n[... 22 lines cut ...]\nedit\nrecord.md\nSat Nov 14 10:16:46 AM EST 2026\n14\nqueue/net-deep-gate-close-b05/READY\nqueue/net-deep-gate-close-b12/READY\nqueue/net-preedit-commit-b12/READY\nqueue/net-preedit-commit-close-b05/READY"},{"i":121,"kind":"tool","long":false,"text":"Write: C:\\Users\\Owner\\wsp31_loop\\work\\claude\\NOTES.md"},{"i":122,"kind":"output","long":false,"text":"The file C:\\Users\\Owner\\wsp31_loop\\work\\claude\\NOTES.md has been updated successfully. (file state is current in your context \u2014 no need to Read it back)"},{"i":123,"kind":"tool","long":false,"text":"Bash: scp -q -o BatchMode=yes NOTES.md wrx90:/home/keith/gemma-v2/wsp31/authors/claude/NOTES.md && scp -q -o BatchMode=yes gpu_hold11c.sh wrx90:/home/keith/gemma-v2/wsp31/authors/claude/code/ && ssh -o BatchMode=yes wrx90 'cd /home/keith/gemma-v2/wsp31/authors/claude; sed -i \"s/\\r$//\" NOTES.md; wc -w NOTES.md; rm -rf scratch/smoke11 scratch/smoke11_end scratch/x_stats4.py; mv scratch/job11/ad/Q30_x scratch/job11/ad/Q30; mv scratch/job11/ad/M20_x scratch/job11/ad/M20; rm -f scratch/job11/eval.pt scratch/job11/eval_g.pt scratch/job11/mk_stats.pt; du -sh scratch code/data; ps aux | grep -E \"claude/(code|scratch)|18400\" | grep -v grep | wc -l; nvidia-smi --query-gpu=index,memory.used --format=csv,noheader | head -1; ls queue/fcv-brief-exact3-b20 queue/mk-pair-global-b20; grep -n \"fcv-brief-exact3\\|mk-pair-global\" /home/keith/gemma-v2/wsp31/queue/STATUS.md | cut -c1-200; date'"},{"i":124,"kind":"output","long":false,"text":"643 NOTES.md\n2.1G\tscratch\n612M\tcode/data\n0\n0, 2 MiB\nqueue/fcv-brief-exact3-b20:\nREADY\nbuild.sh\nctrl\nedit\nrecord.md\n\nqueue/mk-pair-global-b20:\nREADY\nbuild.sh\nctrl\nedit\nrecord.md\n61:| 0049 | claude | mk-pair-global-b20 | queued_s1 | -5 to +7 |  |  |  | - |\n62:| 0050 | claude | fcv-brief-exact3-b20 | queued_s1 | -5 to +7 |  |  |  | - |\nSat Nov 14 10:17:14 AM EST 2026"},{"i":125,"kind":"tool","long":false,"text":"Bash: python - <<'EOF'\np = \"NOTES.md\"\nt = open(p, encoding=\"utf-8\").read()\nreps = [\n[line removed by the dashboard scrubber]\n  0032 null.\n[line removed by the dashboard scrubber]\n\"\"\"),\n(\"\"\"- Served single turns disagree: the global edit shortened 3 of 17 thoughts and lengthened 4 (I1 prompt: 7 and 0).\n\"\"\", \"\"\"- Served single turns disagree: the global edit shortened 3 of 17 thoughts, lengthened 4 (I1 prompt: 7, 0).\n\"\"\"),\n(\"\"\"- Windows: no backslash-n inside python heredocs (use chr(10)); Write tool, scp, `sed -i 's/\\\\r$//'`.\n\"\"\", \"\"\"- Windows: no backslash-n in python heredocs (chr(10)); Write tool, scp, strip CR with sed.\n\"\"\"),\n(\"\"\"- Missing tool that would have changed what I did: a sanctioned prompted reference arm (which paragraph gains tasks\n  at `x2`). Without it every compile is a bet on an untested instruction.\n\"\"\", \"\"\"- Missing tool that would have changed what I did: a sanctioned prompted reference arm (which paragraph gains\n  tasks at `x2`).\n\"\"\"),\n[line removed by the dashboard scrubber]\n  episode against reference and control; then solved.\n[line removed by the dashboard scrubber]\n  episode against reference and control; then solved.\n\"\"\"),\n(\"\"\"- `mk_job.py`: 8 s per fit call, 2 s per layer, 11 minutes in all; `--smoke` 30 s. Lock used this turn: 27 minutes.\n\"\"\", \"\"\"- `mk_job.py`: 11 minutes in all; `--smoke` 30 s. Lock used this turn: 27 minutes. Ledger: 0049, 0050.\n\"\"\"),\n]\nfor a, b in reps:\n    assert a in t, a[:40]\n    t = t.replace(a, b)\nopen(p, \"w\", encoding=\"utf-8\", newline=chr(10)).write(t)\nprint(len(t.split()))\nEOF\nscp -q -o BatchMode=yes NOTES.md wrx90:/home/keith/gemma-v2/wsp31/authors/claude/NOTES.md && ssh -o BatchMode=yes wrx90 'cd /home/keith/gemma-v2/wsp31/authors/claude; sed -i \"s/\\r$//\" NOTES.md; wc -w NOTES.md; head -5 NOTES.md | cut -c1-120; ls queue/*/REJECTED 2>/dev/null; date'"},{"i":126,"kind":"output","long":false,"text":"Traceback (most recent call last):\n  File \"<stdin>\", line 29, in <module>\nAssertionError: - Windows: no backslash-n inside python \n643 NOTES.md\n# Notes of author claude (rewritten end of turn 11, 14 Nov 2026, 10:20 AM ET)\n\n## Scored so far\n- Depth-gate / end-of-thought family (0007 to 0023): null or harmful (0009: -71). Never again, never resubmit the parked\n[line removed by the dashboard scrubber]\nSat Nov 14 10:17:27 AM EST 2026"},{"i":127,"kind":"tool","long":false,"text":"Edit: C:\\Users\\Owner\\wsp31_loop\\work\\claude\\NOTES.md"},{"i":128,"kind":"output","long":false,"text":"The file C:\\Users\\Owner\\wsp31_loop\\work\\claude\\NOTES.md has been updated successfully. (file state is current in your context \u2014 no need to Read it back)"},{"i":129,"kind":"tool","long":false,"text":"Edit: C:\\Users\\Owner\\wsp31_loop\\work\\claude\\NOTES.md"},{"i":130,"kind":"output","long":false,"text":"The file C:\\Users\\Owner\\wsp31_loop\\work\\claude\\NOTES.md has been updated successfully. (file state is current in your context \u2014 no need to Read it back)"},{"i":131,"kind":"tool","long":false,"text":"Edit: C:\\Users\\Owner\\wsp31_loop\\work\\claude\\NOTES.md"},{"i":132,"kind":"output","long":false,"text":"The file C:\\Users\\Owner\\wsp31_loop\\work\\claude\\NOTES.md has been updated successfully. (file state is current in your context \u2014 no need to Read it back)"},{"i":133,"kind":"tool","long":false,"text":"Edit: C:\\Users\\Owner\\wsp31_loop\\work\\claude\\NOTES.md"},{"i":134,"kind":"output","long":false,"text":"The file C:\\Users\\Owner\\wsp31_loop\\work\\claude\\NOTES.md has been updated successfully. (file state is current in your context \u2014 no need to Read it back)"},{"i":135,"kind":"tool","long":false,"text":"Edit: C:\\Users\\Owner\\wsp31_loop\\work\\claude\\NOTES.md"},{"i":136,"kind":"output","long":false,"text":"The file C:\\Users\\Owner\\wsp31_loop\\work\\claude\\NOTES.md has been updated successfully. (file state is current in your context \u2014 no need to Read it back)"},{"i":137,"kind":"tool","long":false,"text":"Bash: scp -q -o BatchMode=yes NOTES.md wrx90:/home/keith/gemma-v2/wsp31/authors/claude/NOTES.md && ssh -o BatchMode=yes wrx90 'cd /home/keith/gemma-v2/wsp31/authors/claude; sed -i \"s/\\r$//\" NOTES.md; wc -w NOTES.md; ls queue/*/REJECTED 2>/dev/null; grep -n \"0049\\|0050\" /home/keith/gemma-v2/wsp31/queue/STATUS.md | cut -c1-160; ps aux | grep -E \"mk_job|closeprobe|icv_gen|gpu_hold11\" | grep -v grep | wc -l; date'"},{"i":138,"kind":"output","long":false,"text":"614 NOTES.md\n61:| 0049 | claude | mk-pair-global-b20 | queued_s1 | -5 to +7 |  |  |  | - |\n62:| 0050 | claude | fcv-brief-exact3-b20 | queued_s1 | -5 to +7 |  |  |  | - |\n70:| claude | 0049 0050 | 0 | 3 | 2026-11-14 09:38 | open now |\n0\nSat Nov 14 10:17:45 AM EST 2026"},{"i":139,"kind":"tool","long":false,"text":"Edit: C:\\Users\\Owner\\wsp31_loop\\work\\claude\\NOTES.md"},{"i":140,"kind":"output","long":false,"text":"The file C:\\Users\\Owner\\wsp31_loop\\work\\claude\\NOTES.md has been updated successfully. (file state is current in your context \u2014 no need to Read it back)"},{"i":141,"kind":"tool","long":false,"text":"Edit: C:\\Users\\Owner\\wsp31_loop\\work\\claude\\NOTES.md"},{"i":142,"kind":"output","long":false,"text":"The file C:\\Users\\Owner\\wsp31_loop\\work\\claude\\NOTES.md has been updated successfully. (file state is current in your context \u2014 no need to Read it back)"},{"i":143,"kind":"tool","long":false,"text":"Bash: scp -q -o BatchMode=yes NOTES.md wrx90:/home/keith/gemma-v2/wsp31/authors/claude/NOTES.md && ssh -o BatchMode=yes wrx90 'cd /home/keith/gemma-v2/wsp31/authors/claude; sed -i \"s/\\r$//\" NOTES.md; wc -w NOTES.md; date'"},{"i":144,"kind":"output","long":false,"text":"596 NOTES.md\nSat Nov 14 10:17:54 AM EST 2026"},{"i":145,"kind":"assistant","long":false,"text":"Both entries of this round are READY and accepted by the runner as ledger 0049 and 0050 (queued for stage 1); `NOTES.md` is updated and GPU 0 is released (27 of 45 lock minutes used).\n\n1. **`mk-pair-global-b20` (0049)**: the \"think briefly + be exact\" prompt compiled as a context-dependent rank-8 `down_proj` map in 7 global-attention layers (17 to 53), dose 2. A prompt instruction reaches far positions only through the ten global layers, and a constant explains 0 to 2% of what those layers lack on held-out calls, while this map explains 8 to 40%.\n2. **Pre-tests for 0049**: teacher-forced on 8 held-out calls it reproduces 0.53 of the prompt's effect, against 0.40 for the constant vector of 0039, with thought ends and tool-call syntax unharmed. Served single turns are less clear (3 thoughts shorter, 4 longer of 17), and the dose was chosen on the same 8 calls. Predicted \u22125 to +7.\n[line removed by the dashboard scrubber]\n[line removed by the dashboard scrubber]\n5. **Caveats**: 0049 is not training-sized (7 matrices), and its targets sit on a bf16 noise floor, with global layers 5, 11 and 59 failing the held-out bar. Whether this prompt gains tasks at all is untested, since there is no sanctioned prompted reference arm."},{"i":146,"kind":"assistant","long":false,"text":"Final message of the turn:\n[claude-code:unrecognized_model] {\"model\":\"claude-fable-5-2\",\"query_source\":\"sdk\"}\nBoth entries of this round are READY and accepted by the runner as ledger 0049 and 0050 (queued for stage 1); `NOTES.md` is updated and GPU 0 is released (27 of 45 lock minutes used).\n\n1. **`mk-pair-global-b20` (0049)**: the \"think briefly + be exact\" prompt compiled as a context-dependent rank-8 `down_proj` map in 7 global-attention layers (17 to 53), dose 2. A prompt instruction reaches far positions only through the ten global layers, and a constant explains 0 to 2% of what those layers lack on held-out calls, while this map explains 8 to 40%.\n2. **Pre-tests for 0049**: teacher-forced on 8 held-out calls it reproduces 0.53 of the prompt's effect, against 0.40 for the constant vector of 0039, with thought ends and tool-call syntax unharmed. Served single turns are less clear (3 thoughts shorter, 4 longer of 17), and the dose was chosen on the same 8 calls. Predicted \u22125 to +7.\n[line removed by the dashboard scrubber]\n[line removed by the dashboard scrubber]\n5. **Caveats**: 0049 is not training-sized (7 matrices), and its targets sit on a bf16 noise floor, with global layers 5, 11 and 59 failing the held-out bar. Whether this prompt gains tasks at all is untested, since there is no sanctioned prompted reference arm."}],"updated":"2026-11-15T02:05:49Z"}