AI and agent systems
Agents that ship, not demos.
Agent harnesses wired to real repositories. Spec formats that agents and people both follow. Reviewer roles, machine-run checks, and a second model that tries to break the work. LLM features inside your product, with evaluation and guardrails around them.
- Agent delivery systems
- MCP tools and integrations
- Evaluation and review loops
- LLM features in product
- Guardrails, cost and observability