Epistemic guard for AI coding: tracks uncertain values and blocks writes until verified.
A model-agnostic inference-time layer that reads transformer hidden states to classify epistemic state before tokens are committed. LLMs cannot tell when they are hallucinating. A model generating a confident, fluent, wrong answer looks identical from the inside to a model generating a confident, fluent, correct answer. Every downstream system — agents, tools, citation engines, medical assistants…
Verification confirms publisher identity (repo ownership), not code safety. The security scan covers known CVEs and suspicious install scripts — it cannot prove the absence of malicious code.
A model-agnostic inference-time layer that reads transformer hidden states to classify epistemic state before tokens are committed. LLMs cannot tell when they are hallucinating. A model generating a confident, fluent, wrong answer looks identical from the inside to a model generating a confident, fluent, correct answer. Every downstream system — agents, tools, citation engines, medical assistants — inherits this epistemic blindness. Transformer hidden states at late-middle layers encode a…