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494 posts · Page 3 of 42

AI

How to audit what your AI coding agent did

Audit Claude Code with OpenTelemetry tool_decision and tool_result events, plus hooks that keep a local copy. Refusals show in tool_decision, never tool_result.

5 min read

AI

How to track AI coding tool cost per developer

Track Claude Code cost per developer with OpenTelemetry identity and contracted rates. Copilot shows cost per developer in its dashboard. Budgets set the cap.

9 min read

AI

How to investigate an AI agent incident

Rebuild what an AI agent did from logs with trusted timestamps, and detect later edits with digests kept away from the logs they cover, not beside them.

7 min read

AI

How to audit MCP tool calls

Audit MCP tool calls in Claude Code with OpenTelemetry tool events and OTEL_LOG_TOOL_DETAILS=1, plus hooks that record each server's source and denied calls.

6 min read

AI

Claude Code managed settings for enterprises

Claude Code managed settings sit above every developer file. Deploy managed-settings.json per OS or through MDM, check it with /status, then lock the rules.

7 min read

Kubernetes

SOC 2 controls for Kubernetes you can automate

Kubernetes policy can automate SOC 2 checks on privileged pods, Secrets, RBAC, service account tokens and images. It can't cover access reviews or approvals.

4 min read

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