∇ AI Dev Station24/7 Autonomous AI
Software Development Pipeline

Linear → AI Agents → GitHub PRs — Fully Automated

Get Started

Architecture

GitHub

⚡

6-Agent Pipeline

PM → Architect → Coder → Reviewer → Healer → Release — fully autonomous chain converts tickets into PRs.

🖥️

Multi-Machine

Mac Mini orchestrator + Mac Studio worker + MacBook Air client — all connected via Tailscale Mesh VPN.

🧠

4-Tier LLM Routing

Simple (Ollama) → Medium (DeepSeek) → Complex (o3-mini) → Premium (Claude). Cost-optimized, ~$1.26/month.

📱

Remote Control

Telegram bot with inline keyboards + iPhone PWA dashboard. Approve, reject, pause from anywhere.

🔧

Self-Healing

Docker auto-restart, Healer agent auto-fixes code review issues (max 3 retries), power failure recovery.

🏷️

Tag-Based Workflow

Add tag "plan" → draft PR. Add tag "implement" → full code + review + final PR. Simple two-phase flow.

Pipeline Architecture

Quick Start

bash

# Clone the repository
git clone https://github.com/thanhnhan2tn/mini-dev-station.git
cd mini-dev-station

# Setup each machine
./bin/devstation.sh --node mini setup    # Mac Mini orchestrator
./bin/devstation.sh --node studio setup  # Mac Studio worker
./bin/devstation.sh --node air setup     # MacBook Air client

# Start services
./bin/devstation.sh up

# Verify
./bin/devstation.sh doctor

Cost Efficient

Tier	Cloud Cost/Task	Monthly (60 tasks)
Simple (40%)	$0	$0
Medium (40%)	~$0.01	~$0.24
Complex (20%)	~$0.08	~$0.96
Classification	~$0.001	~$0.06
Total		~$1.26

Claude Premium only activates when you tag an issue with premium or claude. At ~$0.30/task, using it for 5 tasks/month adds ~$1.50.

∇ AI Dev Station24/7 Autonomous AISoftware Development Pipeline