Interaction Forensics: It's Not Just the Model
When people talk about AI behavior, they often collapse everything into one vague explanation.
Analyze ReportI design multi-agent systems and tools that execute with logic. Making AI reliable, traceable, and ready for real-world work.
Designing multi-agent orchestrations using Swarm and LangGraph for complex logic.
Systematic engineering utilizing structured outputs and chain-of-thought verification.
Optimizing performance through rigorous context management and vector embedding.
Building AI systems that explain their reasoning, ensuring human-in-the-loop oversight.
Implementing vector search and semantic grounding to provide AI with reliable data foundations.
Designing seamless feedback interfaces where humans steer and validate autonomous agent actions.