This guide details a specific process for dissecting new open-weight model releases. It emphasizes analyzing weight distributions and attention mechanisms over reading marketing summaries. Ahead of AI provides the framework to bridge the gap between high-level papers and actual code. Practitioners can use this method to verify model claims before deployment.