AI Surface Intelligence
Follow a claim from the published page through discovery, extraction, retrieval, citation, and correction. Includes an edge-case register, evidence levels, and a browser-local field audit.
Read the field guide06LABORATORY / OPEN QUESTIONS
What would change our minds?
The research program keeps counterexamples and failure conditions in view. A useful framework must be capable of losing.
QUESTIONS DRAWN FROM THE LAST UNDO · NOT EXPERIMENTAL RESULTS
Can useful commitment boundaries be identified before the consequential action?
The manuscript names this as a possible failure of the argument.
Can required-property lists remain stable enough to compare across measurement windows?
A comparison requires the commitment and its contract to stay explicit.
Does measured improvement justify the cost of establishing the boundary?
The manuscript separates the idea’s validity from whether anyone benefits enough to pay or adopt it.
EVIDENCE DISCIPLINE
A question is not a result.
These are explicit failure conditions in the current manuscript. No experiment or external validation is claimed by listing them here. New study records should show hypothesis, method, materials, observations, result, limitations, and state before conclusions are promoted.
See the manuscript's account of what would falsify it