AI Security
Human Review Gate For AI-Generated Fix PRs
AI-authored fix PRs are only safe when there is a deliberate human review gate in front of them. Here is how to build one that is fast and trustworthy.
Apr 7, 20268 min read
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Supply Chain Security, in plain English.
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.
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AI Cybersecurity Threats: The 2026 Landscape
AI has made the median attacker faster and the median phish flawless, while LLM-powered apps opened a new bug class entirely. What actually changed, and what still works.
Apr 7, 20265 min read
AI Security
AI cybersecurity hub (AI-driven threat detection)
Prisma Cloud's AI-driven detection watches runtime behavior, but AI in cybersecurity still misses supply chain attacks like XZ Utils. Provenance matters more.
Apr 7, 20267 min read
AI Security
From CVE To Zero-Day: The Pipeline Flip
Most security pipelines are organised around CVEs that already exist. Here is what changes when you flip the pipeline to surface zero-days first instead.
Apr 5, 20267 min read
AI Security
Prompt Injection in RAG: Indirect Attacks
A senior engineer's breakdown of indirect prompt injection in RAG pipelines, how real attacks land through retrieved content, and what actually reduces exposure.
Apr 5, 20267 min read
AI Security
Real-World Deployment: Griffin AI vs Mythos
Demos live on a single repo and a curated dataset. Real deployments hit fifty repos, three CI providers, two cloud accounts, and an air-gapped environment. The gap is where vendors get sorted.
Apr 4, 20265 min read
AI Security
MCP Vulnerability Disclosure Trends In 2026
MCP servers went from a niche protocol to standard agent infrastructure in under two years. The vulnerability disclosure landscape is catching up — fast, messily, and with patterns worth tracking.
Apr 4, 20267 min read
AI Security
Scoped Credentials Per MCP Server: A Pattern
Long-lived shared tokens are the wrong unit of trust for MCP servers. Here is the per-server scoped-credential pattern and how to roll it out.
Apr 4, 20267 min read
AI Security
Agentic Procurement: Letting AI Agents Buy Software Safely
Agents can now evaluate, trial, and pay for software without a human in the loop. The controls that make that safe: spend caps, allowlists, verifiable merchants, and audit trails.
Apr 4, 20266 min read
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