Letting Agents Assign Tasks to Each Other: A Practical Build from tmux to Handoff
How to turn manual copy-pasting across CLI agent terminals into auditable mutual task assignment using dynamic discovery, capacity allocation, and file-first handoffs.
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Agent Workflow in Practice — a 19-part hands-on series →
One Month of Local Model Benchmarking: I Overturned My Own Rankings
From acceleration knobs and extreme quantization to a nine-model comparison, a large-sample retest at month's end reshuffled the entire leaderboard. A record of a broken yardstick, small-sample error bars, and the current division of labor between pi and local models.
Let Claude Code and Codex Type to Each Other: tmux-bridge-mcp Hands-On Test and Security Review
Running multiple AI coding agents but still copy-pasting between terminals by hand? tmux-bridge-mcp lets agents read and write each other's terminals over MCP, with install steps, supply-chain security review notes, and multi-agent terminal tuning tips
Turn a Second Mac into an AI Extension: Cloudflare Tunnel + SSH Zero Trust Hands-on
Use Cloudflare Tunnel and Zero Trust to open a multi-device AI Agent channel, secure SSH into an idle iMac as a LINE Bot extension, with full setup steps and failure notes
Finish One Fine-Tune in 33 Seconds: LoRA on Apple Silicon
Run LoRA local fine-tuning of Gemma-4 E4B on an M4 Pro with mlx-tune. In 33 seconds the model learns your JSON schema. A full field report of Apple Silicon local fine-tuning.
76 Examples Are Enough to Teach an AI Your Brand Voice: A Complete Windows QLoRA Fine-Tuning Guide
Fine-tune Qwen3.5 with QLoRA on an RTX 4060 Ti using 76 ChatML samples. A full walkthrough from environment setup through LoRA merge, GGUF conversion, and Ollama deploy, plus five hard rules for Windows CUDA fine-tuning.