Vector DB Security Considerations
Vector stores hold derivatives of your most sensitive text. We cover the access, isolation, and integrity controls production deployments of Pinecone and Weaviate need.
Deep dives, practical guides, and incident analyses from engineers who build Safeguard. No fluff, no vendor FUD — just what you need to ship secure software.
Vector stores hold derivatives of your most sensitive text. We cover the access, isolation, and integrity controls production deployments of Pinecone and Weaviate need.
A technical look at how Snyk's Agent Fix uses a bounded, feedback-driven retry loop to validate and self-correct AI-generated vulnerability fixes before they reach a pull request.
The AI bill of materials is graduating from optional security artifact to procurement requirement. Here is what AIBOM/ML-BOM actually tracks in 2026, how it ties to the EU AI Act, and where it still falls short.
LLMs invent plausible package names; attackers register them and wait. How slopsquatting works, why hallucinations repeat predictably, and the gates that stop it.
A breakdown of the 2025 OWASP Top 10 for LLM Applications—prompt injection, supply chain, excessive agency—with real examples and fixes.
Agent frameworks ship fast and patch fast. The CVE history, the dangerous defaults, and a production hardening baseline for LangChain and LlamaIndex apps.
Direct prompt injection comes from the chat box; indirect injection hides in the data your AI agent trusts. Here's how the two attack types differ and what stops each.
From a zero-click Microsoft 365 Copilot breach to poisoned MCP servers, AI agent hijacking is now a real, documented software supply chain threat.
MCP server security explained through real 2025 CVEs, tool poisoning, and rug-pull attacks, plus concrete controls security teams need to defend AI agent tool calls.
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