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ATOM (atom-ai): code snapshot (100fae0 + batched-train), README with measured numbers, curated checkpoints
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{
"timestamp_local": "2026-09-18 17:53:55 PT",
"mechanism": "atom_payload_prod",
"start_step": 3458000,
"end_step": 3483000,
"run_steps": 25000,
"logits_cos": 0.998568,
"alpha_cos": 0.644693,
"merges_end": 57772,
"nxp_last50_mean": 0.08312,
"chat_coherent_fr": false,
"verdict": "STOP \u2014 mechanism works in unit test; chat still noise; logits re-collapsed",
"next_hypothesis": "Retain a multi-atom payload ring (disable/raise atom_flush_every) so copy-bias sees prompt-distinct merged bytes instead of one shared role-prime packet.",
"checkpoint": "checkpoints/atom_native_obligatory_hard/atom_native.pt"
}