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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

A terminal window showing an automated software installation running, green text on black

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.