Nadia Eldeib

An agent walks into a repeat problem like it's the first time, every time. Most memory tools treat everything as disconnected text chunks in a vector store, so nothing carries over, not the reasoning, not the context, not what actually happened last time.

Aperture Nexus is our answer. Context, who, what, when, why, and how, is stamped on every commit, so retrieval actually means something later. Enable lineage tracking when you need it, and every commit traces back to its original source. And because it's built directly on ApertureDB (aperturedata.io), the unified graph-vector-multimodal database already running in production, it works the same whether your agents are text-only today or need images, documents, video, or structured records tomorrow. No migration later if that's where you end up. Knowledge and Memory both live together in ApertureDB.

Update: The Deel Leaderboard will no longer be going ahead today for the Paris event.

We re teaming up with The Pitch by @Deel, a global startup competition where up to 100 winners will receive $50k in funding and up to 10 winners will receive $1M+.

Hey everyone,

Over the past couple of weeks, we launched CodeYam CLI & Memory on both Show HN and Product Hunt. A bunch of founder and maker friends reached out asking how it went, what worked, and what we d do differently, so I wrote up a more honest reflection than I usually see shared.