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Merge pull request #32 from vectorlessflow/dev
docs(README): update logo size and improve project description
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README.md

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<div align="center">
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<img src="https://raw.githubusercontent.com/vectorlessflow/vectorless/main/docs/design/logo-horizontal.svg" alt="Vectorless">
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<img src="https://raw.githubusercontent.com/vectorlessflow/vectorless/main/docs/design/logo-horizontal.svg" alt="Vectorless" width="400">
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<h1>Reasoning-native document inteligence engine</h1>
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<h1>Document inteligence engine for AI</h1>
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[![PyPI](https://img.shields.io/pypi/v/vectorless.svg)](https://pypi.org/project/vectorless/)
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**Vectorless** is a library for querying structured documents using natural language — without vector databases or embedding models. Core engine written in **Rust**, with Python bindings.
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Instead of chunking documents into vectors, Vectorless preserves the document's tree structure and uses LLM to navigate it — like how a human reads a table of contents.
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**Vectorless** is an ultra-performant reasoning-native document intelligence engine for AI, with the core written in Rust. It transforms documents into rich semantic trees and uses LLMs to intelligently traverse the hierarchy — retrieving the most relevant content through structural reasoning and deep contextual understanding.
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⭐ Drop a star to help us grow!
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docs/design/logo-horizontal.svg

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