Sunday, July 12, 2026
ProLocal Pilot Studio
A one-click macOS application that installs, quantizes, and serves open-source LLMs (like Qwen3.5-122B or Gemma) locally for use with VS Code and Cursor. It pre-applies the community patches that fix memory leaks on Apple Silicon, provides a dashboard showing tokens per second and RAM pressure, and swaps models automatically when you switch branches.
Target Audience
Privacy-concerned solo developers and small teams using Mac Studio or MacBook Pro who want a private, offline coding copilot that doesn't send code to cloud APIs. They currently try to run ollama manually and give up after hitting cryptic segfaults.
Why Now
Hacker News featured 'Fixed three bugs that made Qwen3.5-122B a daily driver on Mac Studio' and 'Mesh LLM: distributed AI computing on iroh' both trending this week. GitHub's top repos include 'OrinIDE v1.0.9 — local AI' and Lobsters discussed 'Where did my segfault go?'—the friction around local LLM stability is acute, and the fixes are fresh enough that no polished tool bundles them.
Export to .md with a startup plan — implementation, monetization, first customers.
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Where to start?