Supply Chain Poisoning in AI/ML Pipelines
NeuralStack | MS – AI Security Engineering Summary A modern ML system is assembled, not written. Training corpora are scraped or downloaded, weights are pulled from public hubs, and hundreds of trans
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Four AI Security Projects You Can Ship in a Month
Why "one project per week" beats another certification
The Centaur Defense Model – Cooperative Defense Strategies Between Humans and AI
This article analyzes the “Centaur Defense Model,” an advanced security concept in which humans and artificial intelligence (AI) form a united front against malicious or infected systems. The core of
Data Provenance, Lineage & Governance as AI Security Controls
NeuralStack | MS Tech Blog – Databases & Data Engineering in AI Security Engineering, Part 4 of 4 Governance Is Not Compliance Theatre The term "data governance" carries bureaucratic connotations in
RAG Under Fire: Retrieval Pipeline Vulnerabilities & Indirect Prompt Injection
NeuralStack | MS Tech Blog – Databases & Data Engineering in AI Security Engineering, Part 3 of 4 The Retrieval Pipeline as a Trust Boundary Retrieval-Augmented Generation (RAG) is now the dominant a
The Hidden Attack Surface of Vector Databases
NeuralStack | MS Tech Blog – Databases & Data Engineering in AI Security Engineering, Part 2 of 4 A New Storage Primitive, A New Threat Model Vector databases emerged as a distinct infrastructure cat
