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AI agent tracing and guardrails guides.

Follow a tool call from proposal to execution. Fix missing hooks, inspect a trace, and test a policy before it can block a run.

001

AI agent guardrails: check tool calls before dispatch

Add a policy decision before a Python tool executes. Trace proposals separately from execution, test Audit mode, and handle unavailable Guard decisions.

Oct 28, 20263 min read
  • Python
  • Guardrails
  • Tool calls
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002

Claude Code async hooks and tool-call blocking

Choose the right hook boundary for Claude Code tracing and blocking. Understand background execution, inline checks, and the evidence each produces.

Oct 28, 20263 min read
  • Claude Code
  • Hooks
  • Guardrails
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003

Codex hooks not firing: a tracing checklist

Diagnose missing Codex traces by checking hook trust, project scope, the Python path, and the first real agent event.

Oct 28, 20263 min read
  • Codex
  • Hooks
  • Troubleshooting
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004

LiteLLM demo: trace a Python tool call

Run a LiteLLM function-calling example with a local order lookup. Follow the model proposal, Python execution, and final answer in a Staso trace.

Oct 28, 20264 min read
  • LiteLLM
  • Python
  • Tool calls
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Trace supported OpenAI, Anthropic, LiteLLM, Claude Code, and Codex agent runs. Audit or block tool proposals with configured Guard policies.

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