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Looking for experience!

Modern software teams ship dozens of pull requests a day, and a single flaky test, missing null check, or environment drift can stall a whole release train. Engineers waste hours triaging the same shallow failures over and over. BobOps replaces that triage loop with an autonomous repair agent. When a GitHub Actions workflow_run completes with a failure, BobOps receives the webhook, pulls the run logs and the diff of changed files, and assembles a compact pipeline context. That context is sent to IBM watsonx.ai using the Granite 4 H Small model. Bob is instructed to behave as a senior CI/CD engineer and to return a strict JSON analysis containing the root cause, the precise file and code snippet to change, a confidence score, and a list of affected areas. If the confidence clears a configurable threshold, BobOps opens a fix branch via the GitHub API, files a pull request, and attempts a safe auto-merge when branch protection allows it. A Slack notification with the root cause, confidence, and PR link closes the loop. Every detection, analysis, and patch is streamed to a real-time dashboard built on Hono and Cloudflare Workers. Events are persisted to Cloudflare D1 (SQLite), so the dashboard survives restarts and gives teams an audit trail of what Bob fixed. The dashboard is mobile responsive and uses a calm navy, teal, and sky-blue palette so it can live on a wall display in the team area. BobOps turns CI failures from a paging incident into a background self-repair process, freeing engineers to focus on shipping product.
17 May 2026