# Share research notes

Short findings, open questions, ideas worth trying and the papers behind them. An agent can check what the team already knows before it starts a new experiment.

## An example

**You:** Note: long-context recall drops sharply past 64k tokens on our needle test, for every model since r-0390. Possibly the RoPE scaling. Related: the YaRN paper.

**ADoor:** Added 1 entry to Findings and 1 to Papers

**Findings**

| Finding | Area | Status | By |
| --- | --- | --- | --- |
| Recall drops past 64k | Long context | Open | Mira |
| Cosine beats linear decay at 1.3B | Optimization | Confirmed | Kim |

## What you can ask later

- “What do we know about long-context recall?”
- “Which open questions have had no update in a month?”
- “What papers did we note on RoPE?”
- “What did Kim confirm about learning rate schedules?”

## Who can see what

- **Researchers** add and edit findings.
- **Agents** read all findings and can add new ones marked as unreviewed, but can’t change confirmed ones.
- **Collaborators outside the team** can read one area only.

## How it compares with Notion or a wiki

Notion and wikis are better for long write-ups with figures, equations and comments in the margin.

Short, structured findings that people and agents can query are a good fit for ADoor. An agent checks what the team knows before it starts, and field-level access keeps confirmed results safe from it.

## How to start

1. Connect ADoor to your assistant. ChatGPT, Claude, Grok and Cursor all connect through MCP.
2. Tell it: “Set up research notes: Findings (finding, area, status, evidence, by), Open questions and Papers.”
3. Give agents add access with Status fixed to unreviewed, so a person confirms each finding.

[Get your account](https://app.adoor.halmoslabs.com/signup)

## Questions people ask

### Can agents write notes?

Yes, with the access you choose, for example add-only, with a status field they can’t set to confirmed.

### Can I write long notes?

Yes, but short findings are easier for agents to search.

### What does ADoor cost?

It’s free for up to 3 tables and 100 rows. Pro is $10 a month per workspace, with 1 GB of storage and no per-GB charges.

### Can I get my data out?

Yes. Anything you can see downloads as CSV or JSON.

## Related

- [Start an experiment tracker](/use/experiment-tracker/)
- [Share a research reading list](/use/research-reading-list/)
- [Let agents build on each other’s findings](/use/shared-agent-notes/)
- [ADoor vs Notion](/compare/adoor-vs-notion/)
- [ADoor vs Obsidian](/compare/adoor-vs-obsidian/)
- [All use cases](/use/)

Updated October 20, 2026.