Dated, in-progress research notes. Not finished essays — the open work behind the research on post-cognition and the validation of language model outputs.
Project status →A living page: where the research stands today, the current figures, and what is not settled. It supersedes any figure in an older note.
September 3, 2026Post-cognitionWriting & submission
Running the protocol on a second model broke the extractor, and the reason it broke turned out to be an argument about the protocol itself — an argument with no place in an empirical paper. From here the programme runs on two lines.
A new interpretability result shows that language models can report on concepts held in their own internal states. It did not refute the framework. It forced a flat premise — no metacognition — to be replaced by a narrow one: no epistemic self-classification. The narrow one is what the argument actually needed.
A spot-validation that failed at 77.8% did not turn up an arithmetic error. It turned up a hidden ontological decision inside the extractor — the same category collapse the framework is built to catch in other people’s outputs, found this time in mine.
The protocol catches up with the study it governs: six claims codified, AR-lex and AR-sem formally defined, quality control turned into a documentable record. And the record’s most prominent entry is the failure of the classifier that produced the headline number — which is the point.
The paper’s eight-section architecture is finalized, with Peirce as methodological foundation and the framework situated as a direct continuation of Quattrociocchi et al.'s work on epistemia.
February 28, 2026Post-cognitionEmpirical validation