Welcome.
I’m exploring the intersection of associative reasoning, symbolic constraint, and real-world validation in AI.
In 2025 I published “The Courtroom Challenge — A Conjecture on the Unavoidable Cost of LLM Verification”.
The paper introduces a hybrid architecture where LLMs act as intuition engines, structured stores (FAISS / Parquet) provide precedent, and a constraint-observation dialogue applies judgment.
The aim: reasoning systems that don’t just generate ideas, but argue them against structured memory and observable reality.
| Resource | Link |
|---|---|
| Paper (PDF) | main.pdf |
| Code & dataset | GitHub repository – reproducibility notebook, benchmark CSV, ground-truth answers |
| Latest executed snapshot | HTML view · PDF |
“Progress is not a straight line, but a dynamic boundary — inching outward where truth endures, folding inward where illusion is exposed.”