A source list is not the same as evidence linked to a claim. Its scope of support must be read with counterevidence and assumptions.
KLM addresses recording these links; Autorite addresses conditions for moving from experiment and assessment to a claim.
KLM — Knowledge Layers Model
An open-source record contract and validation toolkit for knowledge provenance, evidence relationships and assessment traces in language-model outputs.
ActiveKLM: why unknown is not zero
What changes when a missing measurement becomes zero? KLM’s honest-null principle and epistemic states.
PublishedA first KLM validation
Run the validator against valid and invalid records, and read the scope of a conformance result correctly.
PublishedFollowing research in Autorite
Follow questions through two publication spaces into research records, and read results with their scope and limits.
PublishedFrom a question to a testable investigation
Autorite series · 3/4 · Method. Scope, comparisons, predeclared decisions and traceable records.
PublishedWhen does history help? The RP002A application
Autorite series · 4/4 · Application. Three synthetic worlds, seven comparisons and the completed study’s limits.
PublishedAutorite: question, philosophy, method, application
A four-chapter reading series, from a changing system to an investigation that tests the question.
PublishedThis connects to
An explicit relationship states which claim evidence supports.
Support for an expression of knowledge is distinct from the record containing it.
Missing or indeterminate evidence remains explicit in the record.