RCA + LLM + Binaries research progress

11.27.2025 Refactoring code hell. Patrick gave the idea of using exploit.py instead of static .poc file. Take-aways: The AI provides a high-level overview of ./contractor which is good. However, doesn’t get into the nitty-gritty of how exactly its solved. What I’m thinking to solve this: Summarize GDB outputs / summarize the last 5 iterations. Need to include pighidra to get C code in order to make RCA faster. 11.09.2025 Task 1: Create a persistent GDB Session. Should be pretty straight-forward to set up. Task 2: Refactor the code, such that you just use the master_llm to spit out plan + commands, then use a helper LLM to summarize said outputs of commands, so that the master_llm has a smaller context to worry about. Task 3: Integrate pighidra Task 4: Integrate checksec ...

November 2, 2025 · 4 min