Keep Your AI Agent Traces on Your Machine: A Local-First Approach

Short summary

A local-first approach to AI agent tracing keeps sensitive payload data on developer machines or org-controlled infrastructure by default, exporting only reviewed and reduced artifacts. The article outlines capture modes (metadata, selective payload, full fidelity) and provides a typed TraceEvent schema that deliberately excludes raw prompts and free-form tool arguments. This design treats trace data with the same governance as any sensitive dataset: owner, classification, retention, and approved destination.

• •AI agent traces are payload-rich and can leak prompts, tool results, and retrieval context
• •Local-first tracing writes to controlled sinks and requires intentional export
• •Typed metadata events with explicit capture modes prevent accidental data exposure

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