Catchproof researcher Barbara Roy published a paper titled The Stability Envelope™: A Mechanism‑Agnostic, Systems‑Level Boundary for AI State Stability in Zenodo.
Published
Signal category
Research & Knowledge
Quote
“Roy, B. (2026). The Stability Envelope™: A Mechanism‑Agnostic, Systems‑Level Boundary for AI State Stability. Zenodo.”
— Barbara Roy|Catchproof team
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Catchproof
Investigating rigged systems and exploring unadvertised exits.
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Investigative Journalism & Verification Lab exposing synthetic evidence crimes, systemic traps, and the technologies that enable them. Every system has its own invisible architecture. At Catchproof, we explore the rigged rules and search for the unadvertised exits, turning what’s hidden into shared strategy. Our mission is simple: protect, raise awareness, and empower consumers. Catchproof investigates invisible architectures, rigged rules, and deceptive strategies that quietly shape—and sometimes sabotage—people’s lives. We shine a light on what’s hidden, connect the dots others may miss, and share practical, self‑serve resources so you can take action. Because when you are informed, you’re not just protected—you’re powerful.
Founded 2025