PlanCompiler uses a typed node registry, static validation, and deterministic compilation to reach 278/300 successes on structured LLM pipeline benchmarks, outperforming GPT-4.1 and Claude Sonnet baselines at lower cost.
Autopandas: Neural- backed generators for program synthesis.Proceedings of the ACM on Programming Languages, 3 (OOPSLA):168:1–168:27
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PlanCompiler: A Deterministic Compilation Architecture for Structured Multi-Step LLM Pipelines
PlanCompiler uses a typed node registry, static validation, and deterministic compilation to reach 278/300 successes on structured LLM pipeline benchmarks, outperforming GPT-4.1 and Claude Sonnet baselines at lower cost.