Technical Notes5 min read·Aug 22, 2026
How to Fingerprint AI Models When Prompts Lie
Why behavioral evaluations fail against proxy wrappers, and how tokenizer merges, template offsets, and error boundaries expose the true underlying model.
OpenRating Research
Research & Insights
Technical deep dives into benchmark integrity, LLM serving infrastructure forensics, and empirical pricing analysis.