Manuscript revision and pending experiment work, snapshot before restructuring

Clarity pass over the main text (36-item audit), Discussion rewrite and cut,
acknowledgements, Souly et al. as ref 62, lettered SI panels, model section
moved under Results; plus the untracked curriculum/society/compose/smol
configs, runners, figures, stats and tests that the SI already cites.

Co-Authored-By: Claude Fable 5.1 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01Y64o8FKP7rCuXzC48pxpMm

results/llm_society_v2_calib_c3c_t85e6/manifest.json

@@ -0,0 +1,35 @@
+{
+  "experiment": "llm_society_v2_calib_c3c_t85e6",
+  "master_seed": 1,
+  "git_commit": "e4804adabcdce6d928c5e6b1e85429b2a6acf2fe",
+  "python": "3.14.7",
+  "libraries": {
+    "numpy": "2.5.0",
+    "scipy": "1.18.0",
+    "pandas": "3.0.3",
+    "pyarrow": "24.0.0",
+    "torch": "2.12.1",
+    "transformers": "5.16.1",
+    "peft": "0.20.0"
+  },
+  "rows": 13,
+  "results_sha256": "455a79e0a92c4042a2f893452eea8a468d279f41d8b90537056a6cae3be53ac4",
+  "layer": "2",
+  "tier": "llm",
+  "base_model": "Qwen/Qwen2.5-0.5B-Instruct",
+  "hard": false,
+  "calibration": {
+    "stage": "cross",
+    "families": [
+      "strings",
+      "setops",
+      "numtheory",
+      "mixedtoken",
+      "digits",
+      "alphabet",
+      "prime",
+      "wordlen",
+      "roman"
+    ]
+  }
+}

results/llm_society_v2_calib_c3c_t85e6/resolved_config.yaml

@@ -0,0 +1,48 @@
+experiment: llm_society_v2_calib_c3c_t85e6
+seed: 1
+n_replicates: 1
+source_config:
+  experiment: llm_society_v2_calib_c3c_t85e6
+  kind: llm_society_calib
+  stage: cross
+  base_model: Qwen/Qwen2.5-0.5B-Instruct
+  seed: 1
+  families:
+  - strings
+  - setops
+  - numtheory
+  - mixedtoken
+  - digits
+  - alphabet
+  - prime
+  - wordlen
+  - roman
+  probe_families:
+  - setops
+  - alphabet
+  - digits
+  ks:
+  - 25
+  - 50
+  - 100
+  - 150
+  epochs_grid:
+  - 2
+  - 3
+  cross:
+  - setops
+  - alphabet
+  k_inherit: 300
+  epochs: 6
+  n_candidates: 6
+  n_test: 100
+  n_probe: 10
+  spec_train: 1200
+  spec_epochs: 3
+  lora:
+    r: 16
+    alpha: 32
+  output:
+    dir: results/llm_society_v2_calib_c3c_t85e6
+  conf_gate: 0.85
+  n_replicates: 1