🧰 SecReason

The items that name it 2

• SecReason: Vulnerability Detection and In-Stream Self-Repair for LLM Code Generation
  paper2026-10-10

  In-stream defense that monitors the reasoning stream of reasoning LLMs, scanning drafted code with security rules, interrupting generation, inserting a warning and resuming decoding so the model repairs the draft within the same reasoning trace

• SecReason: Vulnerability Detection and In-Stream Self-Repair for LLM Code Generation
  paper2026-10-10

  In-stream defense that monitors the streamed reasoning of reasoning LLMs for code; applies security rules incrementally, interrupts generation on a rule firing, inserts an in-stream warning and resumes decoding so the model repairs the draft within the same reasoning trace