Karunasri (Karuna) Garigipati
Software Engineering LMTS at Heroku
Heroku Staff
- Engineering
- Last Updated: February 13, 2026
- Karunasri (Karuna) Garigipati
If you’ve ever debugged a production incident, you know the drill: IDE on one screen, Splunk on another, Sentry open in a third tab, frantically copying error messages between windows while your PagerDuty keeps buzzing.
You ask “What errors spiked in the last hour?” but instead of an answer, you have to context-switch, recall complex query syntax, and mentally correlate log timestamps with your code. By the time you find the relevant log, you’ve lost your flow. Meanwhile the incident clock keeps ticking away.
The workflow below fixes that broken loop. We’ll show you how to use the Model Context …
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