HOW IS THIS ALPHA EVEN PUBLIC? 10x SEARCH DEPTH VIA GRPO The intuition has always been that scaling agentic search is a compute problem. It’s not. It’s a "stability-of-objective" problem. Most 8B models suffer from "horizon collapse" - they are mathematically "anxious" to terminate the search loop because their training... See more

how to research; properly. most people “google and scroll.” real researchers hunt, map, and build. here’s the generalized approach that actually works; in any field: 1. start with a question, not a topic. “how can we make small drones navigate indoors?” is better... See more