Kernels, 4-bit quantization and speculative decoding for Qwen3.8 27B and Flash Next on one RTX PRO 6000 Blackwell: agent tasks in 36% less time and decode 2.1x on the 27B, Flash Next 1.8x on one or two GPUs, and the 374 GPU-hours it took.

Qwen3.8-27B sometimes repeated one reasoning plan for dozens of tool turns. Deleting earlier reasoning after a repeat trigger passed all 44 selected replay continuations.

Seven AI reviews of SleepFM consolidated: consensus strengths, critical weaknesses and a recommended interpretation.

Reading the SleepFM paper (Nature Medicine, 2026) with parallel reviews from several frontier models, then consolidating them.

A draft position paper: venues should engineer enforceable data boundaries and auditable AI toolchains, and enforce against harms rather than tool use.

Venue and publisher policies, empirical findings and the likely trajectory of AI in scientific peer review, as of January 2026.

A paper-reading workflow with frontier models: one candid review prompt, parallel runs across models and a consolidation pass.