// Hacker Noon · 29 May 2026

Moving from Prompting to Semantic Schema Enforcement: Turning .cursorrules into Unit Tests for AI Ag

Production deployment of local 8B models inherently triggers syntax errors and context drift. We bypassed expensive cloud LLMs by building a deterministic sandbox pipeline around Llama-3-8B—using Rust-based AST repair and stateless XML error retries to force 94.8% code compliance while cutting compu...

Hacker Noon

@hacker-noon · Maksym Strizhov

hackernoon.com

Hacker Noon@hacker-noon