AI Argues for small but clean evals before optimizing an agent.
3 hidden links Pile Vault Organize and retrieve
Organize and retrieve
your signal.
Vault is where your content lives. Vaults you organize, that the AI helps you fill, and where you find anything in three seconds.
A vault is a smart folder: you file items (posts, articles, videos, threads…) grouped by theme. Create one by hand, or accept the ones the AI suggests.
Vaults, your way.
You decide the structure. The AI proposes a layout from the themes it detects. A relevant cluster becomes a suggested vault you accept, rename or merge.
You create
Named vaults, organized the way you think about your topic.
The AI suggests
Detected themes become vaults ready to accept, rename or merge.
Tags & score
Every item tagged and scored automatically. The noise sinks to the bottom.
Find, don’t hunt
Find by the idea, not the word.
Search is hybrid: semantic and full text combined. “Ask your Pile” goes further: you ask a question, you get a sourced answer, every claim cited back to the original post.
- Hybrid search: by meaning as much as by the exact word.
- Natural-language answers, never without a source.
- Every citation clickable back to the original item.
Everything lives in Pile.
Your content stays in the app, yours, reachable everywhere. You can export it to Obsidian if you want, but you are never locked in, and never forced.
Frequently asked
How do vaults work in Pile Vault?
A vault is a space where you keep your content. You create the vaults you want and decide their structure; from the themes it detects, the AI proposes suggested vaults you can accept, rename or merge. Manual when you want, assisted when it helps.
How do I find something later?
Search is hybrid: semantic and full text combined, so you find by the idea and not only by the exact word. "Ask your Pile" also gives you a sourced answer, every claim cited back to the original post.
Can I export my vault content to Obsidian?
Yes. Export to Obsidian (Markdown) and Notion is available today. Your content lives in Pile by default, but you can export it whenever you want — you are never locked in.