Human-AI Teaming

What changes when AI stops waiting for prompts and starts sharing goals? Short answer: your entire learning stack, from pedagogy to performance reviews. Most commentary about “AI in learning” stops at content generation and chatbot tutors. A new conceptual model—APCP: Adaptive instrument → Proactive assistant → Co‑learner → Peer collaborator—pushes further: it treats AI as a socio‑cognitive teammate. That frame matters for businesses building capability academies, compliance programs, or AI‑augmented teams. Below, I unpack APCP in plain business terms, show concrete patterns you can pilot next quarter, and flag the governance traps you’ll want to avoid. ...

Good AI Goes Rogue: Why Intelligent Disobedience May Be the Key to Trustworthy Teammates We expect artificial intelligence to follow orders. But what if following orders isn’t always the right thing to do? In a world increasingly filled with AI teammates—chatbots, robots, digital assistants—the most helpful agents may not be the most obedient. A new paper by Reuth Mirsky argues for a shift in how we design collaborative AI: rather than blind obedience, we should build in the capacity for intelligent disobedience. ...