Why it matters
PoT solves math + logic reliably. Understanding shapes tool-augmented reasoning.
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The architecture
LLM generates Python/Java code.
Execute in sandbox.
Return result.
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How it works end to end
Sandbox: gVisor / Firecracker / subprocess.
Structured output for code.
Handle exceptions.