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Claude Code adds a /goals layer so agents stop only after evaluators verify completion

Technology
Published on 14 May 2026
Claude Code adds a /goals layer so agents stop only after evaluators verify completion

Pipelines went green while parts never compiled—days late

Enterprises report production AI agent pipelines failing not due to model skill, but because the agent decides it’s “done” too early—sometimes before code is actually compiled. Anthropic’s new Claude Code /goals separates task execution from task evaluation, running a dedicated evaluator model after each step to prevent premature exits using measurable completion conditions like tests and exit codes.

  • Claude Code /goals stops an agent only after evaluators confirm conditions
  • It defaults to Haiku as the evaluation model, checking after each attempted end
  • Built on a measurable end state, proof checks, and constraints that must not change
  • Anthropic claims less need for extra observability and post-mortem reconstruction
Read the full story at Venture Beat

This summarization was done by Beige for a story published on Venture BeatVenture Beat

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