Projects

Open-source frameworks and tools. All on GitHub.

• 2024 – ongoing
  Forge Protocol Agent

  Anti–deskilling framework with four interaction modes — Forge, Anvil, Crucible, Executor — and an adversarial auditor that catches the primary model drifting from its mode rules.

• 2023 – ongoing
  CalFram

  Calibration framework for machine and deep learning models. Local, over/under-confidence, and global indices — the probability-quality checks production ML actually needs.