AI Code Generation: An Evaluation Framework for Gating Output Before Merge
NYU researchers found security weaknesses in ~40% of Copilot-generated programs. Here's how to gate AI code before it ever reaches main.
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.
NYU researchers found security weaknesses in ~40% of Copilot-generated programs. Here's how to gate AI code before it ever reaches main.
OWASP's 2025 LLM Top 10 names Excessive Agency a top risk; a single over-scoped CI token already dumped secrets from 23,000+ repos in 2025.
Enabling 2FA, rotating a password, revoking a stale session, minting a scoped key — the account-hygiene tasks everyone postpones. When an agent can do them through MCP, 'later' becomes 'now.'
Your pricing is localized by country — but an AI agent rarely holds a clean country code. If your checkout can't resolve region from the messy signals an agent actually has, it quotes the wrong price or none at all.
A 900-tool MCP server is powerful and terrifying in equal measure. The answer isn't fewer tools — it's per-tenant governance, where each capability is off until an admin turns it on.
Every signup form, verification email, and OAuth redirect is a wall an AI agent can't climb. Zero-touch onboarding lets an agent create the account and sign in itself — no browser, no human relay.
The latest Model Context Protocol news: foundation governance, near-universal vendor adoption, a maturing spec, and a security track record that already includes critical CVEs.
STRIDE has six categories from 1999. OWASP's LLM Top 10 and MITRE ATLAS's ~84 techniques show why agentic AI needs new threat-modeling columns, not a new framework.
Shai-Hulud infected 500+ npm packages via stolen tokens in 2025. Agent skill registries are repeating the same unsigned-artifact mistake — here's the fix.
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