Retrieval And Rag: 89 curated resources
Curated material on retrieval and rag within context engineering.
89 resources · page 2 of 3
Resolving code scanning alerts (GitHub Docs)
Creator not supplied; see original source.
GitHub documentation on viewing, fixing and dismissing code scanning alerts, including Copilot Autofix.
Introducing Contextual Retrieval (Anthropic)
Creator not supplied; see original source.
Anthropic announcement of Contextual Retrieval, combining contextual embeddings, BM25 and reranking, with measured retrieval gains.
Argilla documentation
Creator not supplied; see original source.
Argilla documentation: open-source tool for collaborative data annotation and dataset curation for LLMs.
Copilot in Power BI tutorial: Explore data and gain insights
Creator not supplied; see original source.
Microsoft tutorial on using Copilot in Power BI to explore report data and create summaries.
Diagnosing CI test failures (GitHub Copilot Chat Cookbook)
Creator not supplied; see original source.
GitHub Copilot cookbook guide on using Copilot CLI to pull CI logs, match failures to local code and fix them.
Grafana Assistant Investigations
Creator not supplied; see original source.
Grafana Cloud documentation on Grafana Assistant investigations for diagnosing production incidents across signals.
Databricks: Add AI-generated comments to Unity Catalog objects
Creator not supplied; see original source.
Databricks documentation on AI-generated comments for Unity Catalog tables and columns.
Datasette LLM documentation
Creator not supplied; see original source.
Documentation for Simon Willison's LLM, a CLI tool and Python library for prompting many models with plugins and logged conversations.
Cleanlab: Classification with Tabular Data using Scikit-Learn and Cleanlab
Creator not supplied; see original source.
Cleanlab tutorial on finding label errors in tabular classification data with scikit-learn models.
DVC documentation
Creator not supplied; see original source.
DVC documentation: open-source tool for versioning data, models and ML pipelines alongside Git.
LiteRT: Get started with microcontrollers
Creator not supplied; see original source.
Google AI Edge guide to running LiteRT neural-network inference on microcontrollers.
FastGPT docs: dataset engine
Creator not supplied; see original source.
FastGPT documentation in Chinese on its knowledge-base engine: how documents are indexed and retrieved for RAG.
SDV: CTGANSynthesizer
Creator not supplied; see original source.
Synthetic Data Vault documentation for CTGANSynthesizer, a GAN-based generator of synthetic tabular data.
Haystack by deepset
Creator not supplied; see original source.
Haystack documentation: deepset's open-source framework for building RAG pipelines and AI agents.
Hugging Face Hub documentation
Creator not supplied; see original source.
Hugging Face Hub documentation: repositories, model cards, datasets, Spaces and gated access.
Jason Liu RAG writing
Creator not supplied; see original source.
Jason Liu's essays on RAG systems: evaluation, failure modes and lessons from coding-agent teams.
Upgrading Java versions with Amazon Q Developer
Creator not supplied; see original source.
AWS documentation on upgrading Java application versions with Amazon Q Developer code transformation.
Label Studio documentation
Creator not supplied; see original source.
Label Studio documentation: open-source tool for labelling text, image, audio and video data for ML.
LlamaIndex documentation
Creator not supplied; see original source.
LlamaIndex documentation: open-source framework for data ingestion, retrieval and document agents, plus LlamaParse.
Microsoft Presidio
Creator not supplied; see original source.
Microsoft Presidio documentation: open-source PII detection and anonymisation for text, images and structured data.
Snowflake Cortex Analyst tutorial: time-series revenue data
Creator not supplied; see original source.
Snowflake tutorial using Cortex Analyst to answer natural-language questions over time-series revenue data with SQL.
AI-Network-Troubleshooting-PoC (Cisco Code Exchange)
Creator not supplied; see original source.
Cisco Code Exchange entry for a proof-of-concept that uses AI agents and telemetry to troubleshoot network faults.
Nomic blog
Creator not supplied; see original source.
Nomic blog with posts on its embedding models, data mapping tools and company updates.
RAG survey (Gao et al.)
Creator not supplied; see original source.
arXiv paper (2023) surveying retrieval-augmented generation for LLMs with a naive, advanced and modular RAG taxonomy.
Ragas
Creator not supplied; see original source.
Ragas documentation: open-source framework with metrics for evaluating RAG and LLM applications.
aider docs: Usage
Creator not supplied; see original source.
Aider usage documentation: how to add files, chat and edit code in a git repo, including with local models.
Scale AI blog
Creator not supplied; see original source.
Scale AI blog with company updates and articles on data labelling, evaluation and AI research.
Selectel tutorial: Deploying a private LLM in a Kubernetes cluster
Creator not supplied; see original source.
Selectel tutorial in Russian on deploying a private LLM and RAG stack (vLLM, Qdrant, n8n) in Managed Kubernetes.
JetBrains AI Assistant: Generate documentation
Creator not supplied; see original source.
JetBrains AI Assistant documentation on generating code documentation with AI and customising the prompt.
Get started with Copilot in Excel (Excel support)
Creator not supplied; see original source.
Microsoft Support getting-started guide for Copilot in Excel: data analysis, formulas and charts.
Get started with Copilot in Excel
Creator not supplied; see original source.
Microsoft Support guide to Copilot in Excel for analysing data, generating formulas and creating charts.
Benchmarks are broken (Surge AI)
Creator not supplied; see original source.
Surge AI post arguing academic benchmarks poorly reflect model quality, with examples of benchmark flaws.