Applied AI systems
We build AI agents that do real work.
Connected to your tools and data, measured at every step, and ready to scale.
What we build
AI Agent Systems
Agents that use your tools, follow your workflows, and finish real tasks — with a person in control.
How we build agentsTool-using agents
Coding agents
Workflow automation
Multi-step reasoning
MCP and tool integrations
Human-in-the-loop approval
Agent memory and context
Approach
Clear engineering. No black boxes.
The model is one part. A useful system also needs context, limits, and feedback.
Useful by design
Start from the workflow and the people who use it.
Measurable in practice
Trace and test every step, so quality improves with evidence.
Built to evolve
Swap models, tools, and data without a rewrite.
trace support-agent1.23 s
Example trace: every step timed and checked.
- 01Observe
- 02Define
- 03Measure
- 04Improve
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