The Lean AI That Beat Giants at Code Review—and What It Signals
What Changed and Why It Matters A new pattern is here. Lean, agentic systems are starting to beat frontier models on practical code review and architecture tasks. A startup publicly…
AI’s Edge in Real Estate: Agents That Run Workflows, Not Chatbots
What Changed and Why It Matters Consumers don’t want to chat. They want things done. Real estate is finally meeting that demand. Agentic AI is replacing single-turn chatbots with systems…
Two AI startup playbooks that won’t survive the 2026 shakeout
What Changed and Why It Matters AI crossed a line this winter. Agents are getting useful. Enterprises are writing agent RFPs. And the market is finally pricing risk, margins, and…