Evergreen Review vs Dated Snapshot
Date every score; retire stale pages.
Published work from this author.
Date every score; retire stale pages.
Panels reduce idiosyncratic scores.
Your fixtures beat their leaderboard.
Stars hide tradeoffs; weights make priorities explicit.
Separate research UX from citation reliability
Normalize against Google ecosystem advantages
Judge on workplace fit, not raw model IQ
Requires coding-task fixtures, not generic prompts
Score carefully on long-context jobs vs chat UX
Evaluate as a generalist — strong baseline, easy to over-weight