AI systems design
2 posts
Article
Complexity theory never said that
Complexity theory does not prove human-level ML is impossible. Here is what the theorems actually say and how to design AI systems around real constraints.
Article
Running Gemma 4 Locally via Codex CLI: What Actually Works in Practice
Running Gemma 4 locally via Codex CLI offers isolation but not guaranteed consistency. Real reliability comes from input validation, output schema checks, and disciplined system design-not the model alone.