Stream of Revision adds action tokens to LLM decoding so the model can revise its own code history on the fly, cutting vulnerabilities in generated code with little added cost.
Cost Implication:This approach incurs high output token costs as it often rewrites the entire function, doubling the generation cost in the worst case
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2026 1verdicts
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Autoregressive, Yet Revisable: In Decoding Revision for Secure Code Generation
Stream of Revision adds action tokens to LLM decoding so the model can revise its own code history on the fly, cutting vulnerabilities in generated code with little added cost.