ATOM (atom-ai): code snapshot (100fae0 + batched-train), README with measured numbers, curated checkpoints
9f1076a verified Falsified levers (do not reopen for speech)
One-pagers below used to be 20 files. The 3.4M–3.5M line is not the byte-tick speech contract.
| lever | verdict |
|---|---|
| L_ign / prompt-bank / ablate-shared | logits stayed ~0.99 |
| printable aux | mass up, no multi-word FR |
| linguistic spans 16→32 | train ≠ generate |
| payload-copy / α-local copy | logits 0.999, soup |
| MERGE densify for speech | atoms merge, chat noise |
| replay high-CE ring | CE 0.008 memorization |
| 36k continue on Je well | worse than 32k |
Canonical now: TRAIN.md, ARCHITECTURE.md, docs/MEASURE_LOG.md.