Measured Research / Speculative DecodingPlay-1 speculative decoding acceptance
Play-1: the acceptance-inversion result
The measured nmax2 acceptance inversion: 72.2% versus 22.7% for the draft-12 control. Throughput and engine comparisons, with single-lab limits.
Measured Research / Evidence Custodyadversarial custody chains research evidence
Adversarial custody chains: keep the attacks in the record
Signed permissions and hash-chained receipts catch real bypasses. Two acceptance-path defects were still open in the source report.
Measured Research / Local Image Generationlocal image generation consumer APU measurements
Local image generation, measured on a consumer APU
Measured sampler costs, guidance timing and model reload overhead. Quality judgments remain single-judge observations, not a leaderboard.