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Merge pull request #97 from vectorlessflow/dev
docs(readme): update project description from agentic-based to reason…
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README.md

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<img src="https://vectorless.dev/img/with-title.png" alt="Vectorless" width="400">
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<h1>Agentic-based Document Engine</h1>
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<h1>Reasoning-based Document Engine</h1>
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[![PyPI](https://img.shields.io/pypi/v/vectorless.svg)](https://pypi.org/project/vectorless/)
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[![PyPI Downloads](https://static.pepy.tech/badge/vectorless/month)](https://pepy.tech/projects/vectorless)
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**Reason, don't vector.**
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**Vectorless** is an agentic-based document engine with the core written in Rust. It will reason through any of your structured documents — **PDFs, Markdown, reports, contracts** — and retrieve only what's relevant. Nothing more, nothing less.
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**Vectorless** is a reasoning-based document engine with the core written in Rust. It will reason through any of your structured documents — **PDFs, Markdown, reports, contracts** — and retrieve only what's relevant. Nothing more, nothing less.
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## Quick Start

rust/tests/integration.rs

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assert_ne!(result2.doc_id().unwrap(), id1);
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}
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#[tokio::test]
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async fn test_cancel_blocks_new_operations() {
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let (engine, _tmp) = setup().await;
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engine.cancel();
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assert!(engine.is_cancelled());
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let ctx = IndexContext::from_content("# test", vectorless::DocumentFormat::Markdown);
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let err = engine.index(ctx).await.unwrap_err();
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assert!(err.to_string().contains("cancelled"));
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engine.reset_cancel();
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assert!(!engine.is_cancelled());
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}
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#[tokio::test]
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async fn test_clear_empty_workspace() {
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let (engine, _tmp) = setup().await;

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