• Record what each ROI represents, reuse spot meanings from a saved template by matching labels, and include them in the results table and CSV export

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

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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.