Skip to content
NUILab Agentic AI
Concepts Patterns Tools & Frameworks Guides Reference
nuilab.org ↗
Concepts What agentic AI isA multi-machine agent stackSubscriptions, APIs, and local modelsSkills, MCP, and extending an agent
Patterns Tool usePlanningMemoryRetrieval (RAG)EvaluationMulti-agent orchestration
Tools & Frameworks amuxhcommosquittoTailscaleClaude CodeopencodeOllama
Guides Run agents on one machineFind and resume the right conversationConnect machines with hcomLocal and frontier modelsCustomize the Claude Code status lineStop blowing your context windowGive an agent standing instructionsYour first CLAUDE.mdRun API jobs in batches
Reference amux cheat sheetClaude Code token & thinking limits

NUILab Agentic AI

Tools & Frameworks

The frameworks, SDKs, models, and infrastructure used to build and run agents — one page per tool.

Tools & Frameworks

amux

A session manager for coding agents: each agent runs in its own tmux session, on one machine or several, with a dashboard to watch and steer them all.

Tools & Frameworks

hcom

A cross-machine, end-to-end-encrypted message bus that lets agents on different machines coordinate — claim tasks, flag collisions, pass results.

Tools & Frameworks

mosquitto

The private MQTT broker the hcom agent bus syncs through — run your own, bound to the private network and password-protected, so coordination traffic stays off the public internet.

Tools & Frameworks

Tailscale

The private network the stack runs over — a WireGuard mesh that gives every machine a stable address and keeps the dashboards, broker, and bus off the public internet.

Tools & Frameworks

Claude Code

Anthropic's command-line coding agent — the frontier lane of the stack, run under amux for parallel, isolated sessions.

Tools & Frameworks

opencode

An open-source terminal coding agent. In this stack it drives the local lane — pointed at a local model, never at a paid subscription.

Tools & Frameworks

Ollama

Serves open models locally over a simple HTTP API — the engine behind the local lane, run once on a GPU machine and shared across the set.

NUILab Agentic AI An open handbook for building agentic AI · maintained in a Git repository Back to top ↑
↑↓ navigate · ↵ open · Esc close