Operations | Monitoring | ITSM | DevOps | Cloud

Debugging multi-agent AI: When the failure is in the space between agents

I've been building a multi-agent research system. The idea is simple: give it a controversial technical topic like "Should we rewrite our Python backend in Rust?", and three agents work on it. An Advocate argues for it, a Skeptic argues against, and a Synthesizer reads both briefs blind and produces a balanced analysis. Each agent has its own model, its own tools, its own system prompt. It worked great in testing. Then I noticed the Synthesizer kept producing analyses that leaned heavily toward one side.

Grave improvements: Native crash postmortems via Android tombstones

Native crashes on Android have always been harder to debug than they should be. The platform has its own crash reporter (debuggerd) that captures the crashing thread, every other running thread, register state, and memory maps into a file called a tombstone. Tombstones have been a part of Android for a long time; in fact, they’ve been there in one form or another since Android's first commit.

User Feedback to Pull Request in Minutes with Cursor + Sentry

Cursor Automations + Sentry Triggers: go from user feedback to a pull request automatically. See how to set up an end-to-end workflow that turns feedback into code changes, posts the PR to Slack, and keeps your team in the loop. In this video, we walk through a real-world example using Sentry Docs. A user submits feedback through a widget on the docs site, it lands in Sentry as an issue, and when assigned, a Cursor Automation kicks off. The automation reads the feedback, validates it, generates a PR against the repo, and posts the link in the relevant Slack thread. No manual work required.

Fewer Tools, Faster Fixes: A Practical Guide to Observability Consolidation

Most observability stacks aren’t designed, they accumulate. A logging tool here, a tracing platform there, and before you know it you’re managing rising costs and a setup that ultimately slows down your team. And you’ve moved further away from actually solving problems for your users.

Next.js Overview Dashboard: Monitor Performance Beyond Errors

Building with Next.js and using Sentry? Our team put together a dedicated Next.js Overview Dashboard that gives you a full picture of your application's health, not just errors. Out of the box, the dashboard covers page loads, API latency, issue counts, performance scores, rage and dead clicks, and slow SSR. Since Next.js runs on both client and server, you get a breakdown of client transactions, server transactions, and your SSR file tree all in one place.