Normalized Telegram record

Agent Evals Become a Discipline Separate from Model Evals

Reliable agents require evaluation of trajectories, tools, state, recovery, and outcomes rather than grading only the final answer.

Signal contract

Reliable agents require evaluation of trajectories, tools, state, recovery, and outcomes rather than grading only the final answer. This dated record adds public evidence to the verification bandwidth is the scarce resource, skills become portable capability layer analysis and keeps the claim auditable as the underlying products and practices change. Novelty: notable. Verification: source-linked.

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1cameronrwolfe.substack.comsourceprimary receiptsource_urls

Observation

Reliable agents require evaluation of trajectories, tools, state, recovery, and outcomes rather than grading only the final answer.

Why it matters

This dated record adds public evidence to the verification bandwidth is the scarce resource, skills become portable capability layer analysis and keeps the claim auditable as the underlying products and practices change.

Entities

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Provenance

This public record is an English normalization of QWG AI Telegram message 2409. The complete original-language post remains the canonical raw message.

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  1. 01patternVerification bandwidth is the scarce engineering resourcePattern connected to this observed signal.
  2. 02patternSkills become a portable capability layerPattern connected to this observed signal.
  3. 03topicTool USE - New RuntimeExplore the tool use topic hub.
  4. 04related materialGoogle Agents CLI Connects Prompt, Evals, and DeploymentShares agent evals.
  5. 05related materialPydantic AI loads capabilities only when neededShares tool use.

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