Atlas Lifecycle is an AI agent that catches expiring software before it becomes a vulnerability. Ask it about an outdated dependency and it retrieves the answer, checks for known security risks, and reads it back aloud. What sets it apart is memory. Most hackathon agents lose context on restart, but Atlas Lifecycle remembers both its knowledge base and every conversation, so a follow-up question still resolves correctly after closing the browser. One persistent source of truth, useful to DevOps, Security, Cloud Infra, and Frontend teams.
More from The Persistent Context Sprint Hackathon | Live at MongoDB .Local Build Fest
Amelia The problem. Live captions get the words right, but words are the easy part. In a group conversation, deaf and hard-of-hearing people lose everything…

Tracecase finds the exact environment that makes a customer's bug happen. - Problem: A customer reports that a feature is broken, yet the code review and…

You never have to give claude context ever again. Your conversations with claude become skills and the moment it notices that you are performing the same task…
Tusk — the SRE that never forgets. Experienced human SREs can solve problems quickly because they've seen the problem before. Tusk enables your AI SRE to do…

A persistent, reloadable project brain, where memories are both the candidates and the decentralized lenses an AI swarm judges through to establish project…

Groundhog is a game agent that dies, remembers, and comes back smarter. An LLM agent crawls a little dungeon we rigged so that a memoryless run reliably…