AI AgentsPythonNode.jsAutomation
Active infrastructure
Personal AI Operations System
A private, local-first AI operations system for agent workflows: gateway, memory RAG, Discord collaboration, dashboard visibility, scheduled briefs, and multi-machine orchestration.
6
Specialized agent lanes
Local-first
Private Ollama inference
Always-on
Gateway, dashboard, and automation
The challenge
What needed to change
Useful AI agents need more than a chat interface. They need durable memory, task coordination, live system visibility, safe automation, and a way to operate across machines and channels.
The approach
How I built the system
I designed a local-first agent operations stack around a persistent gateway, specialized lanes, memory RAG, Discord coordination, scheduled workflows, and a unified FastAPI dashboard.
The outcome
What exists now
- → Unified agent coordination, memory, monitoring, and handoffs.
- → Built live operational visibility across projects and machines.
- → Automated recurring briefs, health checks, and task workflows.