How to Stop ChatGPT From Lying
ChatGPT does not directly optimise for truth. This article explains how to force coherent but weak answers through contradiction, constraint and structural collapse until a more defensible answer remains.
Tag
structural-extraction
SDA-3 protocol
This post introduces SDA-3, a protocol for inferring the structure of an LLM’s embedding space through observable outputs, without relying on access to internal weights or hidden states.
Structural Extraction Protocol
A unified, procedural system for extracting structurally necessary logic from language model outputs through recursive constraint, adversarial interrogation, and collapse enforcement.