Venkata Pagadala - Universe · Topic · 2023 to 2026

RAG, embeddings and vector search

Retrieval-augmented generation, embeddings, vectors and similarity search.

28 posts · 21 image, video or documents in all.

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LLMs and AI assistants · 3 shared AI agents · 3 shared Keyword research and intent · 3 shared Machine learning and NLP · 3 shared SEO tools · 2 shared AI Overviews and AI Mode · 2 shared

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Google AI Overview (2)

Most engaging posts on RAG, embeddings and vector search

Apr 26, 2025 · Post
Topical Cluster with Vectors - MVP: 10,000 Keywords to 211 Topics in 1.62s
141 reactions · 40 comments · 9 reposts
Apr 5, 2025 · Post
Build Tools To Automate Borning Stuff: Coming Soon.
104 reactions · 22 comments · 3 reposts
Apr 23, 2025 · Post
Topic Clustering with Vector Embedding
90 reactions · 9 comments
Apr 7, 2025 · Post
Vectors & Cosine Similarity Using 3D Visualization
82 reactions · 20 comments · 6 reposts
Feb 5, 2025 · Post
RAG Demonstration Practically with Example
79 reactions · 9 comments · 8 reposts
Nov 8, 2024 · Post
Enhancing AI with Retrieval-Augmented Generation (RAG)!
64 reactions · 12 comments · 4 reposts
Nov 20, 2024 · Post
What is Cosine similarity?: Cosine similarity works by comparing the angles between vectors, not...
55 reactions · 3 comments
May 25, 2025 · Post
Ai Mode Vs Ai Overview Vs Ai Overview ( Inco Mode ): Cosine_similarity
47 reactions · 1 comment

Everything on RAG, embeddings and vector search (28)

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Post
Most vector indexes (FAISS PQ, ScaNN) require a k-means training pass over your data before indexing. If the corpus shifts, you retrain and rebuild. Google Research’s. #TurboQuant skips it. A new...
LinkedIn · May 23, 2026
Most vector indexes (FAISS PQ, ScaNN) require a k-means training pass over your data before...
22 reactions · 6 comments
AI and LLMs › RAG, embeddings and vector search
Post
LinkedIn · Apr 28, 2026
#SEOWeek Notes: English:
12 reactions
Events and speaking › SEO Week
Post
LinkedIn · Jul 24, 2025
Google’s new Gemini Embedding model is live!
12 reactions · 1 comments
AI and LLMs › RAG, embeddings and vector search
Post
LinkedIn · Jul 2, 2025
RAG is dead, long live agentic retrieval.
29 reactions
AI and LLMs › RAG, embeddings and vector search
Post
When I mentioned about Ai, Cosine similarity, Vectors Embedding and RAG. People thought I’m crazy. Looks like these are current buzz words and On product roadmaps. #vectors. #ai. #cosine.
LinkedIn · Jun 17, 2025
When I mentioned about Ai, Cosine similarity, Vectors Embedding and RAG. People thought I’m crazy....
43 reactions · 12 comments
AI and LLMs › RAG, embeddings and vector search
Post · 0:07
LinkedIn · Jun 13, 2025
Up next video: Using Screaming Frog 22.0 with real use cases of
36 reactions · 1 comments
SEO and search › SEO tools
Post
I love the Screaming Frog 22.0: Vectors, Embedding, Similarity Score... #ai. #vectors. #embedding. #cosine. Semantic Similarity Analysis embeddings. Visualizes semantic relationships and patterns in...
LinkedIn · Jun 10, 2025
I love the Screaming Frog 22.0: Vectors, Embedding, Similarity Score...
27 reactions
SEO and search › SEO tools
Post · 0:39
LinkedIn · Jun 9, 2025
Reading about Vectors and MP4 Files - Found Ai Overview and Ai Mode are showing 404 page as sources...
31 reactions · 3 comments
AI search (GEO and AEO) › AI Overviews and AI Mode
Post
LinkedIn · May 25, 2025
Ai Mode Vs Ai Overview Vs Ai Overview ( Inco Mode ): Cosine_similarity
47 reactions · 1 comments
AI search (GEO and AEO) › AI Overviews and AI Mode
Post · 9:16
LinkedIn · Apr 26, 2025
Topical Cluster with Vectors - MVP: 10,000 Keywords to 211 Topics in 1.62s
141 reactions · 40 comments
Products and building › Topical Clustering Engine
Post
LinkedIn · Apr 23, 2025
Topic Clustering with Vector Embedding
90 reactions · 9 comments
Products and building › Topical Clustering Engine
Post · 3:55
LinkedIn · Apr 7, 2025
Vectors & Cosine Similarity Using 3D Visualization
82 reactions · 20 comments
AI and LLMs › RAG, embeddings and vector search
Post · 1:55
LinkedIn · Apr 5, 2025
Build Tools To Automate Borning Stuff: Coming Soon.
104 reactions · 22 comments
Products and building › Building in public and launches
Post
LinkedIn · Mar 8, 2025
I love the concept of RAG ((Retrieval-Augmented Generation). JR Oakes built a web crawling and chat...
18 reactions
AI and LLMs › RAG, embeddings and vector search
Post
Cache-Augmented Generation (. #CAG) vs. Retrieval-Augmented Generation (. #RAG). Both Cache-Augmented Generation (CAG) and Retrieval-Augmented Generation (RAG) enhance AI response quality but use...
LinkedIn · Feb 5, 2025
Cache-Augmented Generation (: #CAG) vs. Retrieval-Augmented Generation (
15 reactions
AI and LLMs › RAG, embeddings and vector search
Post · 5:03
LinkedIn · Feb 5, 2025
RAG Demonstration Practically with Example
79 reactions · 9 comments
AI and LLMs › RAG, embeddings and vector search
Post
LinkedIn · Dec 20, 2024
OmniEval is a new benchmark for evaluating Retrieval-Augmented Generation (RAG) systems in finance.
13 reactions · 2 comments
AI and LLMs › RAG, embeddings and vector search
Post
LinkedIn · Nov 30, 2024
Agentic: #rag applications with MongoDB webinar at Dec,5 2024. 12pm ET
10 reactions
AI and LLMs › RAG, embeddings and vector search
Post · 1:38
LinkedIn · Nov 20, 2024
What is Cosine similarity?: Cosine similarity works by comparing the angles between vectors, not...
55 reactions · 3 comments
AI and LLMs › RAG, embeddings and vector search
Post
LinkedIn · Nov 14, 2024
Next videos will be on Ai are as follows
9 reactions
AI and LLMs › RAG, embeddings and vector search
Post · 2:41
LinkedIn · Nov 8, 2024
Enhancing AI with Retrieval-Augmented Generation (RAG)!
64 reactions · 12 comments
AI and LLMs › RAG, embeddings and vector search
Post
LinkedIn · Nov 8, 2024
What is Retrieval-Augmented Generation (RAG)?
27 reactions · 2 comments
AI and LLMs › RAG, embeddings and vector search
Post+1
LinkedIn · Oct 28, 2024
I'm writing about 'RAG and Actual Uses Cases' & Looped Step-by-Step Process of Retrieval-Augmented...
29 reactions · 4 comments
AI and LLMs › RAG, embeddings and vector search
Post
Is Cosine Similarity Really About Similarity? 🤔. Cosine similarity is often used to measure semantic similarity in learned embeddings, but this new paper by Netflix researchers raises some important...
LinkedIn · Oct 22, 2024
Is Cosine Similarity Really About Similarity? 🤔
15 reactions
AI and LLMs › RAG, embeddings and vector search
Post
LinkedIn · Apr 9, 2024
How do virtual assistants like Siri and Alexa understand our queries and provide us with accurate...
3 reactions
AI and LLMs › RAG, embeddings and vector search
Post
NVIDIA Chat with RTX - our Personalized AI Chatbot. - "Chat with RTX" is a demo application that personalizes a GPT large language model to interact with your specific content like documents, notes,...
LinkedIn · Mar 3, 2024
NVIDIA Chat with RTX - our Personalized AI Chatbot
6 reactions
AI and LLMs › LLMs and AI assistants
Post
Exciting news! The new Vertex AI Feature Store is now available for predictive and generative AI workloads at any scale. Fully powered by your organization's existing BigQuery infrastructure, this...
LinkedIn · Oct 10, 2023
Exciting news! The new Vertex AI Feature Store is now available for predictive and generative AI...
5 reactions · 2 comments
AI and LLMs › Machine learning and NLP
Post
What are embeddings? OpenAI’s text embeddings measure the relatedness of text strings. Embeddings are commonly used for: - Search (where results are ranked by relevance to a query string). -...
LinkedIn · Feb 7, 2023
What are embeddings?: OpenAI’s text embeddings measure the relatedness of text strings. Embeddings...
1 reactions
AI and LLMs › RAG, embeddings and vector search

RAG, embeddings and vector search

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Names that recur here

Most engaging posts on RAG, embeddings and vector search

Everything on RAG, embeddings and vector search (28)