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Ask HN: Replacing RAG pipelines with a filesystem interface for AI agents

1•rklosowski•1h ago
Every AI agent project I start ends up with the same boilerplate: chunk docs, pick an embedding model, set up a vector store, write retrieval logic, wire it into a custom tool.

It works, but it's plumbing — and it needs to be rebuilt for every new agent or runtime.

The idea I'm exploring: mount a drive at /drive/ with two directories:

- /drive/files/ — actual documents (PDF, code, markdown, etc.)

- /drive/search/ — virtual directory where the filename IS the semantic query

So instead of a custom RAG tool, the agent just does: cat "/drive/search/refund policy enterprise customers"

Any runtime that reads files works immediately. No integration code. Context cost drops ~10-20x since you get a relevant chunk, not the full document.

Under the hood: markitdown for conversion, sqlite-vss for vector search, and a virtual filesystem layer to wire it all together.

Before I build this: is this a solved problem I'm not aware of? Does the filesystem interface make sense, or am I overcomplicating something simpler?

GitHub / implementation details coming if there's interest.

If there's enough interest, I'll build this in public and share updates. Follow along: @r_klosowski on X

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https://www.freaktakes.com/p/bbns-towards-universal-fabricators
1•rbanffy•31s ago•0 comments

A 3D printed iPad tray for a compact dual-screen setup

https://abishov.com/blog/ipad-tray-dual-screen-setup/
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Dinosaur eggshells can reveal the age of other fossils

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1•gmays•1m ago•0 comments

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https://medicalxpress.com/news/2026-02-rna-therapeutics-metastasized-lung-tumors.html
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https://github.com/sandgardenhq/sgai
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Ask HN: What would happen if unleashed an AI agent with no limits?

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https://www.youtube.com/watch?v=JiA4fvoeUfI
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https://www.promptfast.dev/
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2•kwar13•7m ago•1 comments

The React Foundation: A New Home for React Hosted by the Linux Foundation

https://react.dev/blog/2026/02/24/the-react-foundation
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Building automated macro causal telemetry index/terminal

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Tell HN: Amazon Removing Option to Restrict 3rd Party Seller Gift List Purchases

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GPT Bot Ignoring Robots.txt on my cloudflare worker

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