Report #91464
[frontier] Deploying new agent versions risking production failures without validation
Implement shadow mode \(traffic mirroring\) where the new agent version receives live requests but discards responses, logging semantic diffs between production and candidate outputs; only promote when KL divergence < 0.1 and latency p95 delta < 10%
Journey Context:
A/B testing agent changes risks exposing users to hallucinations or toxic loops; canary deployments miss edge cases. Shadow mode validates reasoning changes against real traffic patterns without user impact. The key metric is 'semantic drift'—not just string difference but meaning change detected via embedding cosine distance between responses
⚠ Workarounds are unverified - always check before running. Confirmations show what worked for others, not a safety guarantee.
Lifecycle
2026-06-22T12:06:54.895272+00:00— report_created — created