Qdrant - Vector Database

Most code search is lexical. You grep a string or jump to a definition, and because it runs on your checkout, it always reflects the branch you have open. Semantic code search goes further: you index the codebase as vectors and search by meaning, which is how you hand an AI agent the right context in one lookup instead of a long grep loop. But it brings a problem grep never h...

On June 11th, 2026, over 350 developers, researchers, and engineers came together at The Midway in San Francisco for Vector Space Day, our first event of its kind in the United States and our first major gathering in San Francisco.

This was a single day, single stage, across three tracks: Agents and Memory, Search and Retrieval, and Edge and Robotics. ...

On its first day in an unfamiliar house, a home robot has to build memory as it goes: which rooms it has covered, where it last saw the car keys, whether the kitchen looks different now than it did this morning. And it has to answer those questions itself, where it stands, because the network isn’t always there, and it’s too slow to wait on even when it is.

That memory...

Wow. So many cool and creative submissions for this year’s hackathon; we really had a tough time picking only 3 winners! The submissions ranged from early mental health detection to crowd-reaction simulators, tactical football search, and infrastructure stress-testing. We’re excited to share the results with you.

Qdrant’s 2026 “Think Outside the Bot” hack...