2026-06-24

Visible standouts: The Second Half; Eugene Yan on eval process; Han-Chung Lee on agent eval infra; Hamel/Sh...

compact “best evals reading list” / why eval practice is shifting from static benchmarks to systems-level agent evaluation.

Original source

Reading Log X Post Historical Backfill Agents Developer Tools LLM Research

What it is: Visible standouts: The Second Half; Eugene Yan on eval process; Han-Chung Lee on agent eval infra; Hamel/Shreya LLM Evals FAQ; Jason Wei on verification; Anthropic on agent evals; Ofir Press on benchmarks; AI Agents That Matter; Building on Evaluation Quicksand; EvalGen; Benches 2026.

Gist: strong starter pack for agent/LLM evals; themes include eval infra as technical debt, process over tooling, verifier design, benchmark saturation/contamination, agent-specific eval design, and criteria drift.

Newsletter angle: compact “best evals reading list” / why eval practice is shifting from static benchmarks to systems-level agent evaluation.

Retrieval note: extracted via FXTwitter API + image OCR from screenshot.