Curious guy who likes maths, physics, motorbikes, and programming. I build AI systems that ship in production — multi-agent orchestration, hybrid retrieval, and RLVR fine-tuning. CS at Queens College, CUNY (May 2026). Founded WORT.AI and SOUL.md.
Recursive BFS · parallel researcher–reviewer loops · cited HTML reports · hybrid RAG memory
A research engine built from first principles. WORT decomposes a goal into sub-queries, runs parallel researcher–reviewer subgraphs on a LangGraph state machine, closes information gaps iteratively via BFS, and ships cited reports people can trust — backed by Qdrant dense + sparse BM25 memory and RLVR-tuned Qwen (query generation 71% → 94%).
Behavioral steering · multi-model TRAIT eval · open source · drop-in agent personalities
Open-source collection of portable SOUL.md files that give LLM agents a distinct, stable personality and steer how they reason, respond, and push back. Tested across DeepSeek, Gemini, and Claude — adversarial personas held up to ~78% under weak-to-strong jailbreaking. Hit 200+ stars and 20+ forks within two weeks of launch.
