Raktim Singh

Home Enterprise AI & Digital Transformation — Insights, Models & Strategy

Enterprise AI & Digital Transformation — Insights, Models & Strategy

Self-Limiting Meta-Reasoning Under Internal Instability As artificial intelligence systems become capable of extended reasoning—planning, reflecting, calling tools, and revising their own conclusions—a …

Formal Theory of Delegated Authority in Enterprise AI As enterprises deploy AI systems that can recommend, decide, and increasingly act in the …

The Completeness Problem in Mechanistic Interpretability Mechanistic interpretability made a promise that felt refreshingly ambitious in an era of opaque machine learning: …

Why Learning AI Breaks Formal Verification—and What “Safe AI” Must Mean for Enterprises Formal verification was built for systems that stand still.Artificial …

A Computational Theory of Responsibility and Moral Residue in Non-Sentient AI A curious gap is emerging at the heart of modern AI …

Verification Must Become a Living System For decades, verification meant a comforting promise: test thoroughly, prove correctness, and deploy with confidence. That …

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