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Recursive: agent-produced mixed-precision and optimizer refinements for short GPT training

Reported result · significance if the exact claim is established

If verified · conditional significanceClaim scope and evidenceReported result · not independently verified.
If verified · reference score4,000Editorial revision range 1,500–12,000. Not a statistical interval. Included in rankings as an unverified reported result; excluded from achieved-science progress totals.

Provisional assessment of the stated contribution scope. Scientific evidence and contributor attribution are separate.

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What is claimed?

Combined FP8 attention-forward projections with BF16 backward/evaluation, annealed optimizer exploration noise, cautious embedding updates and activation-reconstruction fusion to accelerate a small-GPT training stack. Reported result; not independently verified by WRS. Ranked using a provisional grade and reference estimate for the exact claimed result.

Scientific scope

The pinned source reports a 13-run 77.34-second mean on Modal 8xH100 against 80.61 seconds for its matched baseline; official leaderboard-machine timing was pending. These differ from the article's 77.5 seconds and external 79.7-second reference. WRS has not replayed loss-threshold testing; universal quality-preserving speedup is not established.

Evidence state

The source reports this result. WRS has not independently reconstructed the complete argument or validated the reported evidence. The grade and score here express conditional significance; they do not certify correctness. The provisional value enters the main reference rankings with an unverified label, but not achieved-science progress totals.

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