AI-Generated Code Security: risks and controls
AI now writes up to 40%+ of new code, and models hallucinate nonexistent packages in 5-22% of outputs. Here's why Black Duck-style SCA misses that risk, and what controls actually work.
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.
AI now writes up to 40%+ of new code, and models hallucinate nonexistent packages in 5-22% of outputs. Here's why Black Duck-style SCA misses that risk, and what controls actually work.
GitHub Copilot has 1.3M+ paid seats. Five concrete, evidence-based practices for locking down content exclusion, licensing, code quality, and prompt injection risk.
A leaked LLM API key is a blank check and a data pipe in one credential. Here's why it demands tier-zero controls—and why tools like Black Duck never see it.
LLMs hallucinate nonexistent packages in up to 1 in 5 code samples — and slopsquatting attacks are already exploiting that predictability in the wild.
BSIMM16 shows AI now drives more security program change than any other force, with 111 firms assessed and SBOM use up nearly 30%. Here's what it means — and its blind spots.
How to manage open source license risk beyond point-in-time scans: copyleft traps, MongoDB/Elastic relicensing, and why continuous checks beat Black Duck-style audits.
Microsoft's June 2026 Patch Tuesday is among the largest on record — roughly 200 fixes, six zero-days including one exploited in the wild, and a top-severity Windows Kernel RCE. Here's what actually matters.
RSAC 2026 in San Francisco and Infosecurity Europe 2026 in London both orbited agentic AI, shadow AI, and post-quantum cryptography. What changed across the Atlantic was the framing: market velocity versus regulation and sovereignty.
An honest guide to the best AI security tools in 2026 — red-teaming and testing tools, runtime guardrails for prompt injection, agentic AI and MCP security, and the AI supply chain layer (AIBOM) — with a clear best-for line for each.
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