Raktim Singh

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Artificial Intelligence

Causal Transportability for Foundation Models
Artificial Intelligence

Causal Transportability for Foundation Models: Why Enterprise AI Fails Under Latent Variable Shift — And How to Fix It

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The Instability Threshold of Autonomous Enterprise AI
Artificial Intelligence

The Instability Threshold of Autonomous Enterprise AI: How Goodhart Pressure Triggers Epistemic Collapse — And How to Engineer Bounded Autonomy

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The Verifiable Agency Problem
Artificial Intelligence

The Verifiable Agency Problem: When Autonomous AI Systems Become Actors in the Real World

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Consciousness-Like AI
Artificial Intelligence

From Fluency to Evidence: A Testable Theory of Consciousness-Like AI for Enterprise Systems

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Vingean Reflection for AI Agents
Artificial Intelligence

Vingean Reflection for AI Agents: The Hardest Problem in Enterprise AI Nobody Is Preparing For

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OOD Generalization Barrier
Artificial Intelligence

The OOD Generalization Barrier: Why Deep Learning Breaks Under Distribution Shift — And What Enterprise AI Must Do About It

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The Reliability Gap in Enterprise AI: Why Bigger Models Won’t Fix What’s Broken
Artificial Intelligence

The Reliability Gap in Enterprise AI: Why Bigger Models Won’t Fix What’s Broken

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A Formal Theory of Irreversibility in AI Decisions
Artificial Intelligence

A Formal Theory of Irreversibility in AI Decisions

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Runtime Ontology Collapse in Acting AI Systems:
Artificial Intelligence

Runtime Ontology Collapse in Acting AI Systems: Why Perfect Reasoning Fails in the Real World

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When AI Solves the Wrong Problem: The Missing Homeostatic Layer in Reasoning Systems
Artificial Intelligence

When AI Solves the Wrong Problem: The Missing Homeostatic Layer in Reasoning Systems

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