One evidence model across the surfaces you debug.
Every live surface produces the same shape of answer: observed facts, ranked hypotheses, cited evidence, and next steps. Generated infrastructure changes remain proposals and are never applied.
Kubernetes
LiveRead-only diagnosis of unhealthy pods and workloads, with cited observations and review-only next steps.
Logs
LiveGroup and deduplicate log streams, surface the first occurrence, and redact secrets before evidence is returned.
CI/CD
LiveExplain a failed GitHub Actions run, pinpoint the failing step, and show the triggering branch and commit.
Terraform
LiveTurn a plan into plain language, flag destructive changes, and show the blast radius before apply.
AI Assistant
LiveAsk why in plain language. Responses use evidence already attached to the investigation and separate facts from hypotheses. The model has no tool access.
Audit
LiveA durable trail of what was asked, the policy decision recorded, and the redacted outcome.
Metrics
LiveReview Prometheus signals alongside operational events without confusing correlation for causation.
Runbooks
LiveFind read-only triage guidance organized around symptoms and operational areas.
Infrastructure Code
LiveGenerate reviewable infrastructure proposals with reliability and security defaults.
The surfaces above are implemented. Live infrastructure data requires operator-configured read-only credentials; deterministic fixtures are always labelled as demo data. AI explanations are optional, and deterministic diagnosis remains authoritative.