LimFlex
Research

Research behind LimFlex Wrapper, the Judgment Terrarium Ecosystem and Judgment Metrology.

LimFlex research visual with published papers and Judgment Terrarium
Version 1.1 — Prior Published Version
2026-09-06

Can the Question and Judgment Show Why They Still Hold?

DOI: 10.5281/zenodo.22321428
https://zenodo.org/records/22321428

Externalized Judgment States for AI Systems under Changing Evidence, Models, and Operational Conditions.

Version 1.1 evidence retained as prior published research

  • Two-pass Fresh repeatability. Selected E1–E9 and R1 studies were repeated once under frozen protocols.
  • Selective requalification. The architecture-native recompute/reuse structure reproduced exactly across both Fresh passes.
  • Judgment Capital, Judgment Terrarium and JEZ. Reusable qualified judgment is framed as an organizational asset and portable judgment object.
Read Version 1.1 on Zenodo
2026-08-03

From Orchestration to Integrated Judgment Optimization

DOI: 10.5281/zenodo.21762015
https://zenodo.org/records/21762015

A boundary-first architecture for dynamic teams, version-governed structural autonomy, and human-accountable AI.

Read on Zenodo