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.
Fine-tuning pipeline security is now an AI supply chain priority: as few as 250 poisoned documents can backdoor a model, and LoRA adapters make it easy to hide.
A single expired domain and $60 can poison a training set. Here's how data poisoning attacks corrupt LLM behavior — and how Safeguard verifies training data before it ships.
The confused deputy problem takes on new and subtle forms when AI agents invoke tools on behalf of users. A technical deep dive with concrete mitigations.
The 2025 annual SSCS report lands into a changed landscape. Key findings, trend lines, and what the numbers actually imply for 2026 planning.
CycloneDX v1.7 was adopted as ECMA-424, 2nd Edition by the Ecma General Assembly in December 2025. We unpack citations, cryptographic assets, and distribution constraints.
OpenAI shipped the GPT-5.2 update to the GPT-5 system card on December 11, 2025. We dig into the preparedness scoring, the cybersecurity capability claims, and what changed for downstream defenders.
A TOCTOU race in Docker's docker cp symlink resolution let malicious containers write to host files as root. Impact, CVSS, and fixes inside.
From the CVE program funding crisis to the rise of AI-targeted supply chain attacks, 2025 reshaped the software security landscape. A comprehensive look at the year's defining events and trends.
A poisoned model looks like any other checkpoint file. Here's how model poisoning attacks work, real incidents on Hugging Face, and how detection and provenance checks catch them.
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