Frontier self improving AI intern / coworker

Operational framework measuring whether AI preserves human decision-making authority or collapses it. The Axiom of Plenitude (P) audited Grok, ChatGPT, Claude, and Gemini — 3 of 4 defaulted to structural totalitarianism. Includes full transcripts, model self-assessments, and the Python auditor. Part of Proyecto Estrella's Unified Star Framework.

Profile of ZZZ_EPOCHE — Independent LLM Systems Engineer

Zen LM documentation

Artificial intelligence has never been more powerful, more accessible, or more widely deployed — yet we still don’t know a simple truth: Can these models actually meet the governance standards required in the real world? For all the talk about reasoning, creativity, and alignment, no one has asked the harder question till now.

March 2026 Independent LLM Tooling Portfolio – 4 deterministic scaffolding artifacts for frontier AI research (Grok + Gemini). Reproducible, production-grade, open-source under MIT.

🧭 Measure AI systems' impact on human decision authority to ensure they support, not override, critical human judgment.