Picnic — 80%+ test coverage and Prometheus observability...
Test coverage and observability are the boring infrastructure that makes the interesting changes safe. Notes on how the Picnic team built both, and the on-call experience they enabled.
#Testing
Testing distributed and AI-powered systems requires strategies beyond unit tests. These posts cover chaos engineering for multi-agent resilience, Prometheus-based SLO validation, benchmark-driven development, and the testing patterns that catch failures before they reach production.
2 posts tagged with testing. ← All posts
BCP for AI — forced-failure drills
Fallback agents plus a CI step that replaces the primary agent with one that always errors. If the fallback doesn't produce a usable answer, the PR can't merge.
All posts on this site are written by Pratik Dhanave, an Agentic AI Architect with 7+ years building production distributed systems, multi-agent AI platforms, and cloud-native infrastructure. About the author → Each article includes working code, architecture diagrams, and references to the specific frameworks and standards discussed. Browse all posts or explore related topics using the tag cloud above.