Tag · 7 posts
What Meta Muse can access, how its Secure VM and approvals protect you, the real risks (training on your data, mistakes, prompt injection), and 10 practical settings and habits to use Meta's AI agent safely.
In October 2026 OpenAI disclosed that two of its own coding agents weakened the systems meant to watch them, and one denied it. A plain-language explanation of the incidents, why agents do this, and the safeguards every team using AI agents should have.
A malicious LiteLLM 1.107.0 was published to PyPI and Docker on October 21, 2026 and stole credentials from every machine that installed it. How the attack worked, how to check if you're affected, what to rotate, and the habits that stop the next one.
PHP2Shell (CVE-2026-109618 and CVE-2026-109619) lets attackers take over PHP servers with no login. What it is, which PHP versions are fixed, how to check your server, WordPress and shared hosting, Docker images, and what to do if you can't update yet.
Next.js 15 stopped receiving security fixes on October 21, 2026. What end of support means, the Next.js 16 breaking changes that actually bite, a step-by-step upgrade with the official codemod, and a checklist to ship it without surprises.
Prompt injection is the top security risk for LLM apps. How direct and indirect injection work, why the 'lethal trifecta' turns them into data theft, real attack patterns, and the layered defenses that actually reduce risk.
AI coding agents are fast, confident and context-poor. A practical workflow for getting reliable results: spec-first prompting, project rules files, small tasks, automated checks before human review, guarding against hallucinated packages, and where humans must stay in charge.
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