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# rag

Retrieval augmented generation, or RAG, is an architectural approach that can improve the efficacy of large language model (LLM) applications by leveraging custom data.

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Customize your own embeddings database

Customize your own embeddings database

3
Comments
9 min read
Prompt templates and task chains

Prompt templates and task chains

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Comments 1
4 min read
Embeddings in the Cloud

Embeddings in the Cloud

2
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6 min read
Prompt-driven search with LLMs

Prompt-driven search with LLMs

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Comments 1
6 min read
Train a language model from scratch

Train a language model from scratch

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Comments 1
5 min read
Learning some terraform for Proxmox

Learning some terraform for Proxmox

9
Comments 1
5 min read
SurrealDB - We're hiring! 🚀

SurrealDB - We're hiring! 🚀

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Comments 7
2 min read
Classic Topic Modeling with BM25

Classic Topic Modeling with BM25

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5 min read
Introducing the Semantic Graph

Introducing the Semantic Graph

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9 min read
Embeddings index components

Embeddings index components

4
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7 min read
Run txtai in native code

Run txtai in native code

8
Comments 1
7 min read
Pictures are a worth a thousand words

Pictures are a worth a thousand words

8
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3 min read
Build a QA database

Build a QA database

12
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3 min read
Query translation

Query translation

8
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4 min read
Model explainability

Model explainability

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5 min read
Embeddings SQL custom functions

Embeddings SQL custom functions

8
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4 min read
Near duplicate image detection

Near duplicate image detection

7
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3 min read
Anatomy of a txtai index

Anatomy of a txtai index

7
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7 min read
Push notifications with workflows

Push notifications with workflows

12
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7 min read
Workflow Scheduling

Workflow Scheduling

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6 min read
Entity extraction workflows

Entity extraction workflows

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3 min read
Generate image captions and detect objects

Generate image captions and detect objects

4
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2 min read
đź’ˇ What's new in txtai 4.0

đź’ˇ What's new in txtai 4.0

9
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7 min read
Tensor workflows

Tensor workflows

7
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5 min read
Transform tabular data with composable workflows

Transform tabular data with composable workflows

8
Comments
14 min read
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