MManuela SchrittwieserOct 6 · 16 min readSupply Chain Poisoning in AI/ML PipelinesNeuralStack | 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 trans55AJBneuralstackms.tech
MManuela SchrittwieserAug 21 · 8 min readFour AI Security Projects You Can Ship in a MonthAI security is a field where the credentialing infrastructure – certifications, courses, CTF badges – has outpaced the tooling infrastructure. Anyone can accumulate OWASP LLM Top 10 flashcard knowledg72SDneuralstackms.tech
MManuela SchrittwieserJul 27 · 6 min readThe Centaur Defense Model – Cooperative Defense Strategies Between Humans and AIThis 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 41Mneuralstackms.tech
MManuela SchrittwieserJun 29 · 14 min readData Provenance, Lineage & Governance as AI Security ControlsNeuralStack | 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 2neuralstackms.tech
MManuela SchrittwieserJun 17 · 14 min readRAG Under Fire: Retrieval Pipeline Vulnerabilities & Indirect Prompt InjectionNeuralStack | 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 aneuralstackms.tech
MManuela SchrittwieserJun 8 · 12 min readThe Hidden Attack Surface of Vector DatabasesNeuralStack | 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 catneuralstackms.tech
MManuela SchrittwieserJun 1 · 10 min readData Ingestion Attacks & AI Pipeline SecurityNeuralStack | MS Tech Blog – Databases & Data Engineering in AI Security Engineering, Part 1 of 4 The Pipeline Is the Attack Surface In classical application security, the perimeter is relatively welneuralstackms.tech
