# WhiteMagic Labs — research

> Research index for WhiteMagic Labs: the open problems behind local-first agent memory, governance, and continuity. Each program states its question, current experiment, evidence, and open problem.

Full page: https://www.whitemagic.dev/research

## What lives here

- Program pages with claim labels (measured / observed / hypothesis / research goal)
- Evidence linked to source artifacts, not screenshots
- Code and reproductions for the experiments

## Related

- WhiteMagic product: https://www.whitemagic.dev/whitemagic
- Setup guide: https://www.whitemagic.dev/whitemagic/guide
- Discovery index (ARD): https://www.whitemagic.dev/.well-known/ai-catalog.json
- Full context: https://www.whitemagic.dev/llms-full.txt

## Install (runs locally, no account)

```bash
curl -fsSL https://www.whitemagic.dev/install.sh?ref=research-md | sh
```

Repository: https://github.com/lbailey94/whitemagic (MIT)