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Product notes and methodology walkthroughs. Subscribe via RSS (summary-only).

• Walking the benchmark desk
  2026-08-10

  Open a benchmark page to see panels grouped by comparability key, with attribution, license, retrieval date, and uncertainty when the source provides it. Self-reported rows stay visually distinct.

• How we treat benchmark scores
  2026-08-10

  Two score rows may share a table only if their comparability keys match. Tier A sources may be republished; Tier B is cite-and-link; Tier C is link-out only. The build fails on redistribute:false.

• felch.ai launch note
  2026-08-10

  felch.ai ships as an AI stack advisor: model catalog with honest license classes, a Tier A benchmark desk with comparability keys, a hardware fit advisor that shows its work, and a summary-only RSS feed.