Specialized agents with skills, structured memory, and custom MCP servers — all standing on a dbt foundation.
Problem
Teams want agents that do real work, but early LLM setups drift and hallucinate, and the tools agents need are missing or bolted on as an afterthought.
Approach
Design specialized skills and a memory structure that cut early hallucination. Build MCP servers so agents call live APIs. Stay in Terraform and Go instead of handing the last mile off.
Architecture
Agent stack
A dbt foundation, skills, and memory feed the agent runtime; MCP servers turn live APIs into tools.