When an enterprise JavaScript monorepo or merge queue experiences flaky test runs or deployment pipeline failures, developers lose hours debugging large logs across multi-package builds. I will give the audience a practical blueprint for an edge-triggered AI incident responder that acts as an ephemeral agent inside a self-hosted CI job. You will learn how my team built a stateless system using Claude Code that automatically spins up when merge train health thresholds dip, conducting "differential diagnosis" against historical test logs to catch elusive semantic conflicts that local passing branches missed. We’ll cover critical production guardrails: two-layer deduplication to prevent alert spam, runner timeout architectures, and minimizing trust boundaries using existing CI secrets to prevent modern prompt-injection attacks.
This talk has been presented at JSNation US 2026, check out the latest edition of this JavaScript Conference.























