Spam accounts overwhelmed my database. Claude found the weaknesses, Codex wrote the fixes, and I deployed a new defense.

Ubuntu is adding AI features this year, and founder Mark Shuttleworth hopes the distro will become the OS for the 'agentic' ...

AI agents are compressing the shopping funnel and changing product discovery, requiring brands to rethink visibility, trust signals, and marketing strategies for agentic commerce.