Why Apple is spending $2B to own on‑device AI — and what it buys
What Changed and Why It Matters Apple is reportedly acquiring Q.ai for about $2 billion. The move signals a deeper shift to on‑device AI across iPhone, Mac, and potentially new…
AI agents’ weakest link isn’t the model — it’s your data layer
What Changed and Why It Matters AI agents are moving from demos to production. The failures aren’t in the models. They’re in the data layer: quality, access, governance, and security.…
After AI, Product Management Is Less Specs—and More Judgment
What Changed and Why It Matters AI now drafts PRDs, summarizes research, and analyzes usage data in seconds. That removes much of the PM’s busywork. The remaining work is harder,…