Preprint / scholarly article

Quality-Operator Non-Collapse (QONC) for Observable-Certificate Recursive Systems

K. Takahashi

Published
DOI
10.5281/zenodo.18577140

Full text PDF (Zenodo)

Abstract

The preprint introduces Quality-Operator Non-Collapse (QONC), a certificate-first safety framework for recursive systems that uses observable and auditable quantities for adaptive validity control, delayed-label risk correction, viability-safe robust MPC, and ledger-accounted replayable governance against quality and liveness collapse.

Keywords

  • QONC
  • recursive systems
  • certificate-first safety
  • observable certificates
  • anytime validity
  • delayed-label correction
  • robust MPC
  • compositional guarantees
  • tamper-evident ledger
  • AI safety
  • autonomous workflows

Identifiers and source records