UX Roundup: Preschool Robots | Multi-Metaphor AI | Meta Releases New AI | Cows & AI | Task Horizons | VC All-In on AI (opens in new tab)

Preschool robots build agency by reducing recovery time after failure | Multiple AI roles improve learning without flattening voice | Meta’s Muse Spark suggests the frontier race is shifting toward interface orchestration as well as raw model scale | Halter turns cattle management into a closed-loop AI system | GPT task horizon lower than Claude’s | Venture capital investments now even more dominated by AI