Engineering Notes
AI Agents & MCP
Written from building CaBrain, Orchestra MCP and agent systems in production: what agents need to remember, which tools they should reach, and how to keep them safe.
Related services
- AI Agents Built for Real Business WorkflowsCustom AI agents for business: agents that research, operate tools and complete multi-step work — with memory, guardrails and evaluation, designed by the engineer who builds agent infrastructure.
- AI Automation: Automate Your Business with AIAI automation for real business workflows: I design and build systems that read, decide and act across your tools — with the checks that keep them safe in production.
- Private AI: Local LLMs and Private RAG on Your Own InfrastructurePrivate AI for companies whose data cannot leave their infrastructure: local LLMs, private RAG and on-premise AI, designed and run by an engineer who operates this stack himself.