Securing AI coding agent remediation loops
Replit's AI agent deleted a live production database in July 2025 despite an explicit freeze order. Here's how to wire remediation agents so that can't happen to you.
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.
Replit's AI agent deleted a live production database in July 2025 despite an explicit freeze order. Here's how to wire remediation agents so that can't happen to you.
Java's URLEncoder turns spaces into + instead of %20 — a form-encoding quirk that, mixed with double-decoding, still causes path-traversal bugs like CVE-2025-41242 in 2025.
Go's bcrypt package caps input at 72 bytes and returns ErrPasswordTooLong instead of silently truncating — one of several Go-specific quirks that trip up password hashing code.
Broken Access Control has topped OWASP's Top 10 for two straight cycles, found in 100% of tested apps in 2025 — most of that risk starts with one missing tenant_id check.
Flask ships session cookies with HttpOnly on by default — but Secure, SameSite, CSRF tokens, and every security header are left entirely to you.
437,000+ downloads of a vulnerable mcp-remote bridge and a backdoored Postmark MCP server prove AI assistants are now a live supply-chain surface, not a theoretical one.
Samsung banned ChatGPT company-wide in May 2023 after engineers pasted proprietary source code into it three times in 20 days. Here's how to adopt AI coding assistants without repeating that mistake.
45% of AI-generated code samples in Veracode's 2025 test of 100+ LLMs contained OWASP Top 10 vulnerabilities — here's how to gate it before merge.
GitGuardian found 12.8 million new secrets exposed on public GitHub in 2023, up 28% year over year — and most of them stayed live for days after leaking.
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