Memory Agent
Multi-agent systems for technical documentation, retrieval and code review, designed around measurable task completion rather than novelty.
Evaluation Harnesses
Reproducible offline and online evals for LLM features, including regression suites and human-in-the-loop scoring.
Retrieval Architecture
Grounded retrieval pipelines with provenance tracking, so every generated answer can be traced back to its source.
Agent Orchestration
State-machine and event-driven coordination between planning, tool-use and verification agents with clear hand-offs and retries.
Human-in-the-Loop Interfaces
Approval gates, inline corrections and confidence indicators that keep operators in control of autonomous agent flows.
Case Study
End-to-end agent rollout for a technical support workflow: 40% reduction in ticket resolution time and measurable human escalation accuracy.