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How AI systems that do real operational work are designed, built and kept under control — written by the Cognizec team.
- · 9 min readThe AI API key theft wave of October 2026: Railway, LiteLLM, OpenCode and what to do nowRailway, Zeabur, OpenCode and LiteLLM were all breached in one week, and the target each time was AI API keys. What happened, why, and a checklist to protect yours.
- · 7 min readPHP2Shell (CVE-2026-109618 and CVE-2026-109619): what it is, who is affected and how to patchPHP2Shell is a pair of critical PHP remote code execution flaws patched on 21 October 2026. Who is exposed, what is known about exploitation, and how to patch properly.
- · 7 min readDoes your business really need AI, or is it just riding the wave?Most large companies now use AI; far fewer can show what it returns. How to tell a real need from the fear of missing out, and five questions to ask first.
- · 9 min readIs AI a bubble? What it means for a business building with itThe AI bubble debate is about markets. Whether an AI system is worth building is a different question — and the answer shapes how you should build it.