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

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

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.

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.

Run a local model benchmark self-check

• Use a three-step checklist to inspect blank predictions, sample-size uncertainty, and sensitive-task routing before publishing model rankings.
• Download the companion blank_prediction_audit.py script from the resource page.