As a developer, I’ve always been obsessed with the “feedback loop.” How fast can I write code, test it, find the bottlenecks, and fix them? Usually, this is a manual, brain-draining process. But recently, I decided to build something a bit more… “over-engineered.” I’ve built a cross-platform optimization rig that uses a Mac workstation for… Continue reading How I Built a Multi-OS AI Rig to Auto-Optimize My Python Code
Month: March 2026
Why Qwen3-Coder-Next is My New Python Partner
Tired of relying on the cloud? I tested 20+ local LLMs on my machine to find the best coding assistant for Python. After a hardware upgrade and a new wave of model releases, the results have changed. My champion has a new name. The Allure of Local AI. There’s something incredibly powerful… Continue reading Why Qwen3-Coder-Next is My New Python Partner
I Think I See Where AI Will Change Work First
I’ve been reading a fascinating new research report from Anthropic, and it’s been causing me to rethink everything I assumed about AI and the future of jobs. We’ve all heard the big, sweeping predictions—robots taking over entire professions, mass unemployment, that sort of thing. But this study doesn’t look at the future. It looks at… Continue reading I Think I See Where AI Will Change Work First