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.

Source ledger

Publishable sources attached to this record.

1 public source
#SourceRolePublic status
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

No named entity extracted.

Provenance

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

Open the original Telegram record