Abstract
The Caldwell Method is a human‑driven, AI‑augmented invention framework developed by independent inventor Michael Victor Caldwell Mr. (GCI). The method uses four to five independent artificial intelligence systems to evaluate, correct, and validate every invention concept before publication. Each AI must independently analyze physics, materials, manufacturability, safety, cost, and real‑world viability. Any flaw identified by one AI is circulated to all others through a cross‑AI correction loop until all systems converge on the same factual answer. An invention only advances when all AIs unanimously confirm feasibility and safety.
This process ensures that no half‑validated or speculative ideas are released. Every design includes safety checks, failure‑mode analysis, and real‑world material verification. As more inventions are created, the method builds a growing “toolbox” of reusable components and solutions, accelerating future innovation. All inventions produced using the Caldwell Method are released openly under the CERN‑OHL‑P license, ensuring global access, preventing patent enclosure, and supporting humanitarian and scientific advancement.
Creative Commons License
This work is licensed under a Creative Commons Attribution 4.0 License.
Recommended Citation
Caldwell, Michael Victor Mr., "The Caldwell Method: A Multi‑AI, Safety‑First Framework for Real‑World, Open‑Hardware Invention", Technical Disclosure Commons, (March 09, 2026)
https://www.tdcommons.org/dpubs_series/9482