A risk framework for enterprise AI coding and agent tool rollouts
Samsung banned ChatGPT company-wide after three leaks in 20 days. A working framework for data exposure, model supply chain, and access control risk.
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.
Samsung banned ChatGPT company-wide after three leaks in 20 days. A working framework for data exposure, model supply chain, and access control risk.
OWASP's LLM Top 10 names new categories, but most enterprise agent breaches trace back to broken access control and unvalidated input — the classics.
40% of Copilot-generated code contained CWE Top 25 flaws in a 2022 study. Here are the prompt, scanning, and review gates that actually stop AI-written risk.
Low-code AI builders let business users wire agents to live connectors in minutes — but most ship without per-tool scoping, approval gates, or audit trails.
One overprivileged GitHub token let researchers hijack an AI agent into leaking private repo data via a public issue. Scoping tool access closes that gap.
A critical RCE in Anthropic's own MCP Inspector (CVSS 9.4) and two Cursor CVEs show that giving AI agents tool access creates a new, largely unvetted attack surface.
OWASP has ranked prompt injection the #1 LLM risk for two straight editions, yet almost no one scores agent skill packages for it consistently. Here's a rubric.
Research found ~40% of Copilot suggestions were vulnerable, and devs using AI assistants trusted their code more. MCP lets you scan before merge.
29M new hardcoded secrets hit public GitHub in 2025, up 34% YoY — and 3% of MCP servers in production carry hardcoded credentials as theft traps.
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