Overview I propose and present proof of concept code to formally sign each stage of a turn[1] of interaction (or multiple turns) externally using asymmetric key signing (EdDSA[2]). This method directly addresses the concerns that in discussion of prompt engineering, "context engineering[3]" and general LLM exploration the chain of evidence...
Overview In my API interactions with the Anthropic API I am finding what appears to be "thinking" by Claude that is out of band from where the API indicates it belongs. It looks like a secret page where thoughts are possibly escaping any audit and signing built into the Anthropic...
Observation While testing an AI API wrapper, I observed model reasoning (or what appeared to be) outside the expected thinking blocks which contain cryptographic signatures. These signature fields appear to be Base64 encoded data (likely like a JWT). Context When interacting with Anthropic’s tool interface, the model sometimes produces reasoning...
I am an independent software architect working on an open-source forensic wrapper for AI APIs (Project Iolite https://github.com/weberr13/ProjectIolite). During routine verification testing, I observed a consistent migration of deliberative reasoning (Chain of Thought) into unsigned Python comments within tool_use blocks, and in text blocks situated between thought and tool_use that...