Your AI tools don't share a brain, and that's a graph problem

Description and use

<p>I use four or five AI coding tools in a given week — Claude Code for the gnarly stuff, Cursor for quick edits, Gemini CLI when I want a second opinion. Every one of them is excellent in the moment and useless the moment I switch. I'll spend twenty minutes in Claude Code deciding to rip out Express for Hono, explain exactly why, pick pnpm over npm while I'm at it — and then open Cursor an hour later and it asks me what framework the relayer is even on.</p> <p>That's not a model problem. It's a storage problem. So for the FalkorDB "Graph Hacks" hackathon I built Engram: one memory, stored in

Problem

<p>I use four or five AI coding tools in a given week — Claude Code for the gnarly stuff, Cursor for quick edits, Gemini CLI when I want a second opinion. Every one of them is excellent in the moment and useless the moment I switch. I'll spend twenty minutes in Claude Code deciding to rip out Express for Hono, explain exactly why, pick pnpm over npm while I'm at it — and then open Cursor an hour later and it asks me what framework the relayer is even on.</p> <p>That's not a model problem. It's a storage problem. So for the FalkorDB "Graph Hacks" hackathon I built Engram: one memory, stored in

Outcome

<p>I use four or five AI coding tools in a given week — Claude Code for the gnarly stuff, Cursor for quick edits, Gemini CLI when I want a second opinion. Every one of them is excellent in the moment and useless the moment I switch. I'll spend twenty minutes in Claude Code deciding to rip out Express for Hono, explain exactly why, pick pnpm over npm while I'm at it — and then open Cursor an hour later and it asks me what framework the relayer is even on.</p> <p>That's not a model problem. It's a storage problem. So for the FalkorDB "Graph Hacks" hackathon I built Engram: one memory, stored in

Evidence

Your AI tools don't share a brain, and that's a graph problem

Source