---
title: "#vectorless articles | Hashnode"
description: "Explore 2 articles tagged #vectorless on Hashnode. Tutorials, guides, and how-tos from the community."
url: "https://hashnode.com/tag/vectorless"
---

Tag

# #vectorless

2 posts · 0 followers

[Adeesh Sharma](https://hashnode.com/@adeeshsharma) · [Mar 21](https://hashnode.com/posts/vectorless-rag-retrieval-without-embeddings/69bf03aa4a1e513e412c6283)

### [Vectorless RAG: Retrieval Without Embeddings](https://blog.adeeshsharma.com/vectorless-rag-retrieval-without-embeddings?utm_source=hashnode&utm_medium=feed)

Why it performs better than conventional RAG systems

10 min read · [blog.adeeshsharma.com](https://blog.adeeshsharma.com/vectorless-rag-retrieval-without-embeddings?utm_source=hashnode&utm_medium=feed)

[Arjun Adhikari](https://hashnode.com/@arjunadhikari101) · [Feb 27](https://hashnode.com/posts/when-vector-rag-goes-blind-the-14b-note-12-miss-in-apple-s-2023-10-k/69a332baa7428b958d48b739)

### [When Vector RAG Goes Blind: The $14B Note 12 Miss in Apple’s 2023 10‑K](https://blogs.thearjun.com/when-vector-rag-goes-blind-the-14b-note-12-miss-in-apple-s-2023-10-k?utm_source=hashnode&utm_medium=feed)

Why did Vector RAG miss a key $14B note in Apple’s 2023 10-K? Explore how vectorless, reasoning-based retrieval fixes the "semantic drift" in finance.

4 min read · [blogs.thearjun.com](https://blogs.thearjun.com/when-vector-rag-goes-blind-the-14b-note-12-miss-in-apple-s-2023-10-k?utm_source=hashnode&utm_medium=feed)