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METR: Expenditure Horizon (blog post)

Type
blog
Venue
METR
Year
2026
Source
blog
Access
public
Language
en
Added
2026-09-30
Verified
2026-09-30

Summary

METR blog post (2026-07-21) on expenditure horizons, including estimating human expenditure for pull requests with an LLM judge. Shared by Wenhao Chai in the context of agent scaling behavior and the argument that hybrid AI+human setups need careful human-in-the-loop design.

Keywords

agents · expenditure horizon · evaluation · METR · hybrid agents

Topics

agents, expenditure horizon, evaluation, human-AI

Research notes

  • Discovery: shared by Wenhao Chai (@wenhaocha1, verified) on 2026-09-30: https://x.com/wenhaocha1/status/2105168366126117102
  • Section: estimating human expenditure for PRs with an LLM judge.
  • Companion to "When Agents Slow Down" (separately cataloged).