rag example - SERP Analysis

https://www.superannotate.com/blog/rag-explained

https://michael-scherding.medium.com/understanding-rag-retrieval-augmented-generation-with-a-practical-simple-example-40200d0019d5

https://www.merge.dev/blog/rag-examples

https://huggingface.co/blog/ngxson/make-your-own-rag

https://python.langchain.com/docs/tutorials/rag/

https://aws.amazon.com/what-is/retrieval-augmented-generation/

https://www.signitysolutions.com/blog/real-world-examples-of-retrieval-augmented-generation

https://docs.mistral.ai/guides/rag/

https://www.evidentlyai.com/blog/rag-examples

https://learn.microsoft.com/en-us/azure/search/retrieval-augmented-generation-overview

https://github.com/reichenbch/RAG-examples

https://blogs.nvidia.com/blog/what-is-retrieval-augmented-generation/

https://www.pinecone.io/learn/retrieval-augmented-generation/

https://medium.com/%40dinabavli/rag-basics-basic-implementation-of-retrieval-augmented-generation-rag-e80e0791159d

https://dspy.ai/tutorials/rag/

https://help.openai.com/en/articles/8868588-retrieval-augmented-generation-rag-and-semantic-search-for-gpts

https://hyperight.com/7-practical-applications-of-rag-models-and-their-impact-on-society/

https://www.reddit.com/r/LocalLLaMA/comments/18ozof4/examples_of_rag_in_production/

https://www.youtube.com/watch?v=P8tOjiYEFqU&pp=0gcJCf0Ao7VqN5tD

https://www.singlestore.com/blog/a-guide-to-retrieval-augmented-generation-rag/

https://js.langchain.com/docs/tutorials/rag/

https://dataplatform.cloud.ibm.com/docs/content/wsj/analyze-data/fm-rag.html?context=wx

https://winder.ai/practical-use-cases-for-retrieval-augmented-generation-rag/

https://weaviate.io/developers/weaviate/starter-guides/generative

https://www.youtube.com/watch?v=qN_2fnOPY-M&pp=0gcJCdgAo7VqN5tD

https://lancedb.github.io/lancedb/examples/python_examples/rag/

https://www.youtube.com/watch?v=Y08Nn23o_mY

https://lakefs.io/blog/what-is-rag-pipeline/

https://www.smashingmagazine.com/2024/01/guide-retrieval-augmented-generation-language-models/

https://mirascope.com/blog/rag-llm-example

https://github.com/harvard-hbs/rag-example

https://cloud.google.com/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-rag-quickstart

https://en.wikipedia.org/wiki/Retrieval-augmented_generation

https://www.youtube.com/watch?v=2TJxpyO3ei4

https://datos.gob.es/en/blog/rag-techniques-how-they-work-and-examples-use-cases

https://clickup.com/blog/retrieval-augmented-generation-examples/

https://www.datacamp.com/blog/what-is-retrieval-augmented-generation-rag

https://nexla.com/ai-infrastructure/retrieval-augmented-generation/

https://vitalflux.com/retrieval-augmented-generation-rag-llm-examples/

https://docs.cohere.com/v2/docs/retrieval-augmented-generation-rag

https://developers.cloudflare.com/workers-ai/guides/tutorials/build-a-retrieval-augmented-generation-ai/

https://marklogic.github.io/marklogic-ai-examples/rag-examples/rag-python.html

https://docs.databricks.com/aws/en/machine-learning/feature-store/rag

https://docs.llamaindex.ai/en/stable/examples/low_level/oss_ingestion_retrieval/

https://valueminer.eu/retrieval-augmented-generation-rag/

https://www.k2view.com/what-is-retrieval-augmented-generation

https://www.linkedin.com/learning/advanced-llms-with-retrieval-augmented-generation-rag-practical-projects-for-ai-applications/building-simple-rag-example

https://www.youtube.com/watch?v=sVcwVQRHIc8

https://www.glean.com/blog/rag-examples

https://docs.oracle.com/en/database/oracle/oracle-database/23/vecse/sql-rag-example.html

https://www.geeksforgeeks.org/nlp/what-is-retrieval-augmented-generation-rag/

https://www.mckinsey.com/featured-insights/mckinsey-explainers/what-is-retrieval-augmented-generation-rag

https://www.dev4side.com/en/blog/rag-examples

https://www.lettria.com/blogpost/retrieval-augmented-generation-5-uses-and-their-examples

https://docs.spring.io/spring-ai/reference/api/retrieval-augmented-generation.html

https://learnbybuilding.ai/tutorial/rag-from-scratch/

https://www.infoworld.com/article/2336099/retrieval-augmented-generation-step-by-step.html

https://cloud.google.com/blog/products/ai-machine-learning/rag-with-databases-on-google-cloud

https://docs.databricks.com/aws/en/generative-ai/retrieval-augmented-generation

https://www.anthropic.com/news/contextual-retrieval

https://towardsdatascience.com/retrieval-augmented-generation-rag-from-theory-to-langchain-implementation-4e9bd5f6a4f2/

https://www.sitepoint.com/beginners-guide-to-retrieval-augmented-generation-rag/

https://docs.nvidia.com/nim-operator/latest/sample-rag.html

https://firebase.google.com/docs/genkit/rag

https://blog.demir.io/hands-on-with-rag-step-by-step-guide-to-integrating-retrieval-augmented-generation-in-llms-ac3cb075ab6f

https://www.youtube.com/watch?v=HREbdmOSQ18

https://itnext.io/you-dont-need-rag-build-a-q-a-agent-in-30-minutes-and-without-a-thinking-model-52545408f495

https://ai-sdk.dev/docs/guides/rag-chatbot

https://learn.microsoft.com/en-us/semantic-kernel/concepts/plugins/using-data-retrieval-functions-for-rag

https://www.technolynx.com/post/retrieval-augmented-generation-examples-and-guidance

https://langbase.com/examples/rag-wikipedia

https://www.youtube.com/watch?v=T-D1OfcDW1M

https://www.ragie.ai/

https://se-radio.net/2025/06/se-radio-673-abhinav-kimothi-on-retrieval-augmented-generation/

https://www.promptingguide.ai/techniques/react

https://ragflow.io/docs/dev/http_api_reference

https://www.news.aakashg.com/p/rag-vs-fine-tuning-vs-prompt-engineering

https://ollama.com/blog/embedding-models

https://www.codelink.io/blog/post/ai-system-development-llm-rag-ai-workflow-agent

https://www.reddit.com/r/learnmachinelearning/comments/1lgum8d/group_for_langchain_rag/

https://dev.to/ashutoshsarangi/gen-ai-rags-cag-fine-tuning-vectordb-langchain-langsmith-langgraph-lang-flow-mcp-ai-51g5

https://www.computerworld.com/article/4010160/despite-its-ubiquity-rag-enhanced-ai-still-poses-accuracy-and-safety-risks.html

https://ragflow.io/docs/dev/

https://www.promptingguide.ai/techniques/cot

https://supabase.com/docs/guides/ai

https://docs.streamlit.io/develop/tutorials/chat-and-llm-apps/build-conversational-apps

https://diginomica.com/rag-riches-coding-solution-ai-privacy-problem

https://cookbook.openai.com/

https://ai.google.dev/gemini-api/docs/embeddings

https://www.youtube.com/watch?v=hMMWDzhMkoQ

https://www.datacamp.com/tutorial/fine-tuning-large-language-models

https://dev.to/neuml/medical-rag-research-with-txtai-2b35

https://www.deeplearning.ai/short-courses/langchain-for-llm-application-development/

https://dspy.ai/

https://link.springer.com/chapter/10.1007/978-3-031-96235-6_12

https://docs.spring.io/spring-ai/reference/api/chatclient.html

https://docs.anthropic.com/en/docs/build-with-claude/prompt-engineering/prompt-templates-and-variables

https://www.pinecone.io/

https://en.wikipedia.org/wiki/Large_language_model

https://stackoverflow.com/questions/79676613/best-approach-for-video-qa-for-long-videos-that-need-to-be-chunked