Human-Centered AI The Blank Box Is Not Human-Centered AI
Why the future of AI interfaces needs visible state, situated surfaces, and less cognitive burden on the person using the system.
Writing about AI, humanity, and the systems we build together.
Essays and field notes on how artificial intelligence is reshaping software, work, creativity, responsibility, and the human choices behind technological change.
Human-Centered AI 
AI as Delegate Context Outsourcing: The Next AI Lock-In Risk
Why workplace AI creates a new kind of dependency when the most complete map of how a company works lives inside someone else's system.
Ambient Era: AI & Humanity The Answer Is 42: Entering the Question-Driven Economy
As AI makes answers faster and cheaper, the scarce skill becomes defining intent, assembling context, and asking the question that matters.
AI as Delegate "The Model Wrote It” Is Not an Accountability Model
A risk-based acceptance model for AI-generated software that keeps human ownership clear without turning every AI-assisted task into a bottleneck.
AI as Delegate AI Agents Can Write Code. They Cannot Own Accountability.
The enterprise question is not whether AI can write code. It is whether organizations can govern AI-generated change.
Ambient Era: AI & Humanity Claude ≠ Opus: Demystifying the AI "Chat Harness"
The assistant is not the model. The useful AI product is the orchestrated system around the model.
Ambient Era: AI & Humanity From Screens to Relationships: The Transition to Trust
Why the Ambient Era will require AI agents to combine capability, context, and relationship before people trust them to act.