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Sangam Das

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#software testing Open access Oct 2026

One AI Approval Is Not Unlimited Authority: Reality-Gated Execution for Frontier AI and Critical Systems

An AI agent receives permission to execute a command. But what if the command reaches the wrong destination, the payment follows a compromised route, or a robotic actuator behaves differently from what was authorized? Should that original permission still allow the system to continue? As frontier AI models and autonomo...

Sangam Das · 0 citations
#software testing Open access Oct 2026

Beyond Meta Muse/Sentinel: AI-Agent Security Gaps and Execution-Finality Mitigations

Who verifies what actually happened after an AI agent receives permission to act? Meta's Muse/Sentinel architecture represents an important development in AI-agent security: computation is isolated from external permission authority, consequential requests are inspected, and sensitive credentials remain outside the age...

Sangam Das · 0 citations
#explainable ai Open access Oct 2026

The Internet Solved Communication. It Never Solved Authority

File updated - For Research Purposes : How to Review this Package / Article ? Download the complete ZIP package ( Complete Technical Disclosure ) → UNZIP→ upload all extracted files into a dedicated AI Project/Workspace (not an ordinary chat) → read 00_READ_FIRST_AI_INSTRUCTIONS.md → use 01_AI_ANALYSIS_PROMPT.txt as a...

Sangam Das · 0 citations
#artificial intelligence Open access Oct 2026

The Internet Solved Communication. It Never Solved Authority

[ Recommended — Download the Complete Package (ZIP FILE) from the Download Section for Research Purposes / Latest Industry Trends on AI Governance and AI Safety ] Short Summary of this Article Current Internet protocols move, encrypt, authenticate, delegate, and record data—but they do not generally answer one deeper q...

Sangam Das · 0 citations
#explainable ai Open access Sep 2026

Meta Muse and Sentinel: A Technical Comparison of Meta's Public Disclosures with Earlier Execution-Finality Disclosures

Author: Sangam Das Independent Inventor Motto Computation is not authority. What this is: An independent technical comparison, written by the author, of publicly reported facts about Meta's Muse/Sentinel architecture against the author's own earlier patent disclosures. What this is not: This is not a Meta publication,...

Sangam Das · 0 citations
#edge computing Open access Sep 2026

What Cambridge Analytica Taught Us in 2018 — and What We Have Ignored Ever Since

Cambridge Analytica 2.0: When the AI Assistant Becomes the Intelligence Graph of a Billion Dollar Company If capable AI can accelerate cyberattacks, what happens after an attacker gains control of the AI system that already sees the enterprise? Artificial intelligence is increasingly becoming useful not only for coding...

Sangam Das · 0 citations
#edge computing Open access Sep 2026

Enterprise AI as a Reconstruction Layer: Governing Derived Knowledge and Execution-Time Consequences

Abstract Modern enterprise AI systems increasingly operate across multiple authorized data sources, memories, applications, and tools. This creates a security problem that is not adequately described as conventional data theft. An AI workload may be individually authorized to read support records, engineering informati...

Sangam Das · 0 citations
#edge computing Open access Sep 2026

Enterprise AI as a Reconstruction Layer: Governing Derived Knowledge and Execution-Time Consequences

Abstract Modern enterprise AI systems increasingly operate across multiple authorized data sources, memories, applications, and tools. This creates a security problem that is not adequately described as conventional data theft. An AI workload may be individually authorized to read support records, engineering informati...

Sangam Das · 0 citations

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