A new learning framework targets the technical analysis of open-weight model releases. It prioritizes dissecting LLM architectures through a structured, iterative process. This method helps developers move past marketing hype to understand actual model weights and configurations. Practitioners can use this system to accelerate their comprehension of complex transformer variants and custom layers.