PUBLIC RESEARCH / VERIFICATION / VERSION RECORD
The system did not begin with a paper.
A paper is the minimum public evidence I extracted from a system already under development. I preserve external review, reproducible experiments, version boundaries and the continuing engineering path here.
PUBLIC VERIFICATION RECORD 01
I preserve what was externally verified without turning it into the boundary of the system.
HF2007 is the first public checkpoint: the smallest externally reviewable layer extracted from an existing engineering path, with a fixed experiment, provenance, hashes and replayable results.
From Sample Safety to Path Legitimacy: T0 Admission Gating for Unauthorized Reasoning Transitions in LLM-Integrated Systems
T0 path legitimacy was compiled into an executable pre-reasoning admission gate and verified on a fixed 51-transition baseline. The paper and experiment preserve that public evidence while the internal system continues beyond this release.
OPEN THE RESEARCH RECORD↗The system did not begin with the paper. The paper is the minimum verifiable public evidence extracted from a real development checkpoint.
Founder and defining subject · SERENE SCHOOL STUDIO