Calyx

Calyx ingests production logs and telemetry, detects abnormal behavior without static monitor configuration, and investigates incidents with tool-grounded AI. It keeps observed evidence separate from correlations and hypotheses, then presents impact, likely root cause, and a safe recommended action through a Slack-style web experience, Slack, CLI, and MCP. The platform includes TypeScript ingestion services, Redis Streams, PostgreSQL persistence, an LLM tool-use loop, alert and incident workflows, and approval-gated remediation foundations. Built collaboratively for the Bharat Builds First Commit hackathon with an AWS-focused deployment and investigation path.

An AI-native observability platform that turns production signals into evidence-backed incident investigations and safe next actions for small engineering teams.