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Skill-Guided Mining and Compilation of LLM Agent Traces

TraceCompiler mines LLM agent traces to create executable workflows with reduced API calls.

TraceCompiler is a skill-guided system that mines noisy traces from language model agents, compiling them into executable workflows. It establishes dependencies under specific conditions and provides auditable evidence for each operation. Application examples show significant reductions in API calls, although some intents are not compiled due to irreversible side effects.

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