How AI agents turn hackathons into rapid-startup factories
What Changed and Why It Matters AI agents moved from demos to delivery. The signal: hackathons and venture programs now use agents to ship real workflows, not just prototypes. Platforms…
Why Builders Want a Parallel Web for AI Agents — and Who’s Building It Now
What Changed and Why It Matters AI agents aren’t browsing like humans. They need structured, fresh, and programmable access to the web. That shift is now shaping new infrastructure. Parallel…
Why AI Agent Startups Are Racing to Japan’s Enterprise Goldmine
What Changed and Why It Matters AI agent startups are moving fast into Japan. The signal: enterprise demand is spiking, distribution is partner-led, and capital is following. Microsoft is showcasing…