Hey, these are really interesting points. The question of agentic discovery vs. one-shot retrieval is really dependent on the type of product. For Cline or Cla

Hey, these are really interesting points. The question of agentic discovery vs. one-shot retrieval is really dependent on the type of product. For Cline or Claude Code where there's a dev in the loop, it makes sense to spend more money on Gemeni ranking or more latency on agentic discovery. Prompt-to-app companies (like Lovable) have a flood of impatient non-technical users coming in, so latency and cost become a big consideration. That's when using a more traditional retrieval approach can be relevant. Our retrieval models are meant to work really well with non-technical queries on these vibe-coded codebases. They are more of a supplement to the agentic discovery approaches, and we're still figuring out how to integrate them in a sensible way.