Developer building autonomous performance monitoring agent
“Successfully demonstrated autonomous detection and partial/full hotfixes for simulated issues (memory leak error flooding stopped; healthcheck file recreated); marked 1/2 runs as failed when fix not permanent due to pod restarts, but showed real potential to reduce on-call engineering hours”
solo-developer
Why they built it
To automate systematic 24/7 on-call/SOC engineering tasks (monitoring, exploring, fixing, reporting) which are simpler than development and could eliminate human shifts/sleep needs
What worked
Agent accurately explored issues, understood root causes, applied intelligent hotfixes (e.g., direct kubectl touch without exec), generated reports; results were \"amazing\" and replicated real sysadmin work
What broke or was painful
In memory leak scenario, applied partial hotfix to stop error flooding but marked run failed as pod restart wiped fix (prompt required full resolution); not production-ready for unsupervised use
The result
Successfully demonstrated autonomous detection and partial/full hotfixes for simulated issues (memory leak error flooding stopped; healthcheck file recreated); marked 1/2 runs as failed when fix not permanent due to pod restarts, but showed real potential to reduce on-call engineering hours