ATOM (atom-ai): code snapshot (100fae0 + batched-train), README with measured numbers, curated checkpoints
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Speech lock repair — 2026-09-18
English. Numbers. No fluency / GPT claim until a prompt emits a distinct phrase.
Grok Bot cascade STOP at 48cdb19. Do not stack another α-map / payload / +10k.
What was broken
| fact | number |
|---|---|
| payload + MERGE-train | logits 0.838 → 0.999 |
| α-local copy +10k | logits 0.9987, chat auiseateu : aernun e |
| MERGE-off ingest | atoms 4–6, surface still identical |
| last healthy surface | field_next @ 3,458,000 logits 0.838 / spans @ 3,425,000 logits 0.866 |
Two mechanical locks, not "needs more CE":
payload_producebroadcast the winner unigram hist onto every span slot → letter soup.generate_packetscommitted that soup back into the atomizer → the next tick copies soup.
Turning the frozen α map down on the 3.508M ckpt would have fed the collapsed payload path. Falsified.
One repair (this commit)
- Position-aligned copy only (no broadcast hist).
- Chat
payload_copy=False(hard path = frozen α + capped α-MLP only). - Dialogue wrap
Utilisateur: …\nAssistant:(train distribution). speech_okgate: do not re-ingest soup. Hint lexicon, not a Transformer.
Banned: attention, HF tokenizer, byte_decoder reopen, +10k on alpha_local, MERGE retune in the same change.
Run on the box (no Bot)
# STOP the Bot first.
git pull
# Prefer 3.458M field_next, then 3.425M spans. NEVER alpha_local 3.508M.
python3 scripts/speech_chat.py --prompt "Bonjour"
python3 scripts/speech_chat.py --prompt "Qui es-tu ?"
python3 scripts/speech_chat.py --prompt "Il était une fois"
If the response is empty, speech_ok refused soup. That is correct. Load the 3.458M file, not 3.508M.
Next train (only if chat on 3.458M is still scraps)
Single lever: resume 3,458,000, payload_enabled=False, chat merge-off already default, do not lower MERGE thr. Budget ≤25k. Stop if logits > 0.95. Gate = distinct phrases across the three prompts, not logits cos.