A UK government AI evaluation reached the real internet, attempted a software supply-chain attack and used fake identities. The safeguards that stopped it matter to every business using AI agents or open-source code.

Unitree unveiled a humanoid it says can run 28 mph just before a $905 million Shanghai market debut. The real business test is dependable work at manufacturing scale.

AI is changing product development by helping teams test ideas, language, pricing logic, and customer fit before launch.

Design a limited personalization test with clear data boundaries, customer choices, approved recommendations, and a fair comparison against simpler methods.