

AI Use in the Real World: AI’s Design Problem Is Organizational, Not Technological
AI is saving time at scale, reshaping enterprise behavior, and exposing a new design problem: products must be built for uneven capabilities, uneven adoption, and an uneasy public. While macroeconomic data shows immense productivity gains and US enterprise dominance, micro-level metrics reveal usability flaws, job losses among juniors, and severe algorithmic trust issues.


UX Roundup: Preschool Robots | Multi-Metaphor AI | Meta Releases New AI | Cows & AI | Task Horizons | VC All-In on AI
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


Redesigning Workflows for AI
In a controlled field experiment, startups that redesigned end-to-end workflows around AI generated 90% more revenue than equally equipped peers that used AI mainly to speed up individual tasks.


UX Roundup: OpenAI Usability | Integrated Software | Seedance 2 vs. Kling 3 | Grok Imagine | Increasing AI Use
OpenAI to emphasize usability | Integrated software | Comparing multi-shot AI video models | Grok’s image generation model receives an upgrade | AI use up in the workplace, and employees who use AI now worry less about losing their jobs to AI


Hamlet Remixed: Using AI to Convert Content into Alternative Formats
AI can translate a single source across media, styles, and audience frames. That makes it possible to reuse core material in formats better suited to different platforms and audiences. Shakespeare’s Hamlet serves here as a case study in a wide range of AI media transformations.


Hamlet: The Comic Book
A 21-page comic book retelling William Shakespeare’s tragedy “Hamlet: Prince of Denmark.” Includes a description of the workflow used to produce the comics with Nano Banana 2.
