Make0 Brain research is now published in Zenodo!

I’ve research on make0 Brain on Zenodo, the open research repository operated by CERN, with a permanent DOI.

Make0 Brain: Portable, User-Owned Memory Shared Safely Across AI Assistants

Many of us use several AI assistants: ChatGPT, Claude, Cursor. Each has its own memory, so what you teach one doesn’t carry over to the others. And there’s no single place to review, correct, or delete what they remember about you.

My idea is simple: your memory should belong to you, not to each app. Keep it in one place that you control, and let the assistants you choose use it.

The challenge is keeping that shared memory safe when multiple AI agents can change it. In the paper, I describe how Make0 Brain handles those changes:

🔹 Each memory and edit records which assistant made it
🔹 Every change is versioned
🔹 AI deletions archive memories instead of erasing them
🔹 Only you can restore an earlier version or permanently delete a memory

So any change an AI makes can be undone.

I also evaluated memory retrieval:

📊 LoCoMo: 83.6% accuracy in standard mode, above published results for Zep, LangMem, and Mem0; 92.0% in an experimental high-budget mode
📊 SWE-ContextBench Lite: the relevant prior coding task appeared in the top 10 in 92.9% of cases on a benchmark held out from tuning

The paper also discusses where these results trail other systems and what I haven’t measured yet.

📖 Read the paper: https://make0.ai/research/make0-brain
🔗 DOI: https://doi.org/10.5281/zenodo.23610847

Feedback from researchers and builders working on agent memory is very welcome. 🙏