AI agents
Agents that do work rather than demo well. The hard part is rarely the model; it is tool access, failure handling and knowing when to stop.
Typical timeline: 4 to 12 weeks

What's included
- Tool and API integration
- Retrieval over your own data
- Guardrails and human handoff
- Evaluation harness and regression tests
- Cost and token monitoring
Typical stack
Claude APIPythonTypeScriptVector databases
The stack varies with what the project actually needs. This is what we reach for most often, not a fixed menu.