The Case of the Phantom Date: How a Single Pixel Fooled Our Visual AI
We’ve all seen it: a cutting-edge, multimodal LLM, capable of understanding complex documents, stumbles on a seemingly simple task. In our case, the model confidently reported a contract’s signing date as "March 30". The only problem? The document clearly stated "March 9th". It wasn't just a minor error; it was a baffling one that sent us down a rabbit hole of debugging.