Core expertise
AI depth. Commercial range.
Algorithms, product engineering, and direct experience operating Agent systems—applied wherever the problem lives.
01Agent systems and AI-native delivery
Design Agent workflows that can investigate, use tools, produce artifacts, recover from ambiguity, and hand consequential decisions to a human expert.
- Multi-agent workflows
- Evaluation & guardrails
- Human-in-the-loop
02Algorithms and machine learning
An algorithm engineering foundation for reasoning about model behavior, learning systems, search spaces, and where automation will fail.
- Reinforcement learning
- Deep learning
- Data & model reasoning
03Product and platform engineering
Move from an open-ended idea to a working product, production change, or technical system with explicit architecture and verification.
- AI-native products
- Web & cloud systems
- Automation
04Cross-industry problem solving
Transfer the same technical method across unfamiliar domains: model the system, find the evidence, build the smallest useful solution, and verify it.
- Education
- Commerce
- Media
- Operations