
Local Coding Model on a 24 GB Mac: Why My NVFP4 Setup Failed Quietly
Qwen3.6-35B on an M4 Pro 24 GB: technically loaded, 100% GPU -- and yet 0.1 tokens per second. An honest diagnosis, five lessons, and hardware recommendations for others.
Notes from my AI practice: agentic coding, multi-agent architecture, mid-market use cases.

Qwen3.6-35B on an M4 Pro 24 GB: technically loaded, 100% GPU -- and yet 0.1 tokens per second. An honest diagnosis, five lessons, and hardware recommendations for others.

After two months and 1,052 commits, I swapped the AI layer in my autonomous infrastructure system from OpenClaw to Hermes Agent by Nous Research. Why the learning loop made the difference.

Two weeks after my first hackathon: 1st place at BitGN PAC 2026 at AI Factory Austria in Vienna. Autonomous AI agent, 104 tasks, 5 security layers, blind scoring.

After 3,000+ sessions with Claude Code: What systems prevent AI agents from drifting in long-running projects. CLAUDE.md, Rules, Session Handovers and Quality Gates.

An honest week as a solo founder: GitLab migration, n8n automations, a live content pipeline on Instagram, and the question of how far AI agents can really go today.