Healthy metrics, unstable runtime
Focus: Contradiction between probe health and throughput behavior.
Why it matters: See why confidence drops even when one signal family looks healthy.

Core Trail Labs
Core Trail Kit
Replay Demos
These demo flows are built to teach operational reasoning. Open replay chains, inspect contradiction notes, follow confidence evolution, and understand why CTK allows or blocks an action.
Operational pain removed: high-pressure incident decisions based on disconnected, conflicting signals.
Healthy metrics, unstable runtime
Focus: Contradiction between probe health and throughput behavior.
Why it matters: See why confidence drops even when one signal family looks healthy.
Missing consumer contradiction
Focus: Queue lag climbs while consumer group participation shrinks.
Why it matters: Replay how CTK links topology and runtime evidence before action.
Deployment regression replay
Focus: Topology delta appears after rollout with partial runtime degradation.
Why it matters: Trace the exact path from deployment change to incident narrative.
Interactive Replay
Open a deterministic incident replay and inspect how CTK moved from raw runtime signals to contradiction-aware truth, confidence shifts, safety gate policy, and operator actions.
Operational pain removed: risky, guess-driven incident actions with no replayable decision context.
Replay Preview
14:03:12
Signal Ingestion
14:03:31
Contradiction Detected
14:03:47
Confidence Downgrade