Blog

Notes on evaluation and evidence.

Occasional writing on how we build evaluation tools, the decisions behind them, and what we learn from the people who use them.

• AI resume screening will not fix a vague shortlist

  AI resume screening can make a weak process look precise. The useful version starts with fixed criteria, quoted evidence, and a human decision.

  22 June 2026

• AI-assisted evaluation needs quoted evidence

  AI-assisted evaluation is only useful when the reviewer can trace each judgment to the source. Evalgist anchors every judgment to a literal quote and keeps the human as the decider.

  20 June 2026