agent-audit

Instrumentation captures tool usage, context, and control flow to reveal actual component usage patterns. By running an instrumentation pass on your agent, you collect baseline metrics showing which parts are load-bearing and which are cruft, enabling targeted optimization.

Agent optimization through ablation testing removes low-value components while verifying performance against an eval suite. This produces a lean, functional core that reduces resource use and deployment footprint without degrading results.

Ablation testing conducts controlled removals of components and validates them against baseline metrics. An eval suite confirms that each removal does not degrade performance, making refactoring safe and measurable.

Yes. Agent audits support reviewing, inheriting, and restructuring agents across projects. Instrumentation and ablation reveal the actual load-bearing components, helping you understand and streamline inherited codebases before production deployment.

You need an existing LLM agent implementation and an eval suite to validate performance. Instrumentation requires access to agent execution logs and tool calls; ablation testing requires the ability to modify and re-run the agent against baseline metrics.

Agents often accumulate tools, context handlers, and control flow that are rarely or never used in practice. Instrumentation reveals this unused load; removing it reduces resource consumption and deployment footprint while keeping the agent functionally complete.