Making a Local AI Agent Smarter: Semantic Memory with Local Embeddings How to give your AI agent long-term recall without sending a single byte to the cloud — using mxbai-embed-large, sqlite-vec, and cognitive memory architecture.

Making a Local AI Agent Smarter: Semantic Memory with Local Embeddings By Xaden The Problem With Flat Files Most local AI agents store memory the same way: dump everything into a markdown file. The...

#ai #embeddings #vectorsearch #machinelearning

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That's Part 3 of *LLMs Explained Simply* — a five-part series from Context First AI. No technical background needed.

Which of these takeaways shifts something for you?

#LLMs #Embeddings #AITakeaways #ContextFirstAI #AIForBeginners

This is Part 3 of *LLMs Explained Simply* — a five-part series from Context First AI.

Which of these steps would have changed how you've used AI tools most recently?

#AIForBeginners #GettingStarted #Embeddings #ContextFirstAI #AILearning

This is Part 3 of *LLMs Explained Simply* — a five-part series from Context First AI.

Which of these three scenarios sounds most familiar from your own experience?

#AIUseCases #Embeddings #SemanticSearch #ContextFirstAI #AIForBeginners

This is Part 3 of *LLMs Explained Simply* — a five-part series from Context First AI.

What part of how embeddings work surprised you most?
#LLMs #Embeddings #HowAIWorks #ContextFirstAI #MachineLearning

This is Part 3 of *LLMs Explained Simply* — a five-part series from Context First AI.

Have you ever hit a search failure that you now realise was a keyword vs meaning problem?

#AIForBeginners #Embeddings #SemanticSearch #ContextFirstAI #LLMs

A screenshot with the updated Embeddings Playground UI, showcasing that you now don't need to enter API keys.

Big update to Embeddings Playground! You no longer need to enter an API key when you want to play with commercial models from OpenAI, Mistral, or Google.

Try it here:
https://embeddings.svana.name/

#nlp #ml #ai #embeddings #llm #openai

In this talk, our colleagues Dr. Dennis Schulz und Elias Schecke discuss #embeddings, the foundation of how Large Language Models understand the world. The full video from Big Techday 25 can be found on YouTube: www.youtube.com/watch?v=ERRh...

Stay tuned for Big Techday 26 on May 22nd! #tngbtd

We created a new global map of forests and tree crops for 2020 at 10 meter resolution using satellite embeddings. After testing several machine learning methods, we found that simple linear models performed as well as or better than more complex ones. The map identifies forests with 91 % accuracy and separates tree crops with low confusion with forests. This shows that satellite embeddings can support reliable and efficient global forest monitoring and inform international and national policies.

Introducing GEM-Forest, a 10m Global EMbedding-based #forest and tree crop map for 2020 that combines linear SVM and Google DeepMind's AEF satellite #embeddings.

Read the preprint: doi.org/10.5194/egus...

@valeriomarsocci.bsky.social @adamhastie.bsky.social #philab

#GISChat #GeoSky #EOChat

Decided to rewrite the backend of my Embeddings playground ... in Rust. I work in Python all the time at my job, and I'm getting a bit bored with it. So, in my side projects, I want to explore other languages and technologies.

#rust #python #machinelearning #embeddings

Как я учил компьютер понимать 122 000 фотографий — и почему сложностью оказались не нейронки, а слова Как я вообще туда попал Я крайне редко на фрилансе получал заказы связанные с DS/ML, специалистов для таких задач обычно ищут не там. Причины разные: они требуют долгой интеграции, заказчик сам не...

Как я учил компьютер понимать 122 000 фотографий — и почему сложностью оказались не нейронки, а слова Я крайне ...

#computer #vision #machine #learning #clip #embeddings #классификация #изображений #zero-shot #learning #уменьшение

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Is grep really better than a vector DB? Sara Zan's Blog

It's becoming more and more common for agents to skip embedding search entirely. It seems like they do just fine with grep, find and other command-line tools!
How is that possible? Let's find out.

www.zansara.dev/posts/2026-0...

#AI #AIAgents #Embeddings

Gemini Embedding 2 + мультимодальный RAG: эмбеддим видео и картинки — разбор и туториал 10 марта Google выкатил Gemini Embedding 2 ...

#rag #rag #ai #gemini #embeddings #базы_данных #ai #ai-agents #postgresql #sql

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Семантический поиск vs полнотекстовый: сравниваем три embedding-модели на 10 000 категорий Ozon Сравнил полнотекстов...

#искусственный #интеллект #gigachat #openai #qwen #embeddings

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DREAMS: Preserving both Local and Global Structure in Dimensionality Reduction

Noël Kury, Dmitry Kobak, Sebastian Damrich

Action editor: Arto Klami

https://openreview.net/forum?id=xpGu3Sichc

#embeddings #embedding #dimensionality

New #Expert Certification:

Cropping outperforms dropout as an augmentation strategy for self-supervised training of text emb...

Rita González-Márquez, Philipp Berens, Dmitry Kobak

https://openreview.net/forum?id=gVRsIh9x7W

#embeddings #embedding #annotated

Google Launches Gemini Embedding 2 for Multimodal AI Google's first natively multimodal embedding model maps text, images, video, audio, and PDFs into a single vector space - now in public preview via Gemini API and Vertex AI.

Google Launches Gemini Embedding 2 for Multimodal AI

awesomeagents.ai/news/google-gemini-embed...

#Google #Gemini #Embeddings

What Are AI Embeddings? A Plain-English Guide A beginner-friendly explanation of AI embeddings - the technique that turns text into numbers so machines can understand meaning, power search, and enable RAG.

What Are AI Embeddings? A Plain-English Guide

https://awesomeagents.ai/guides/what-are-ai-embeddings/

#Embeddings #AiBasics #Rag

Embedding Model Leaderboard: MTEB Rankings March 2026 Rankings of the best embedding models by MTEB scores, comparing retrieval quality, dimensions, speed, and pricing for RAG and search.

Embedding Model Leaderboard: MTEB Rankings March 2026

awesomeagents.ai/leaderboards/embedding-m...

#Embeddings #Mteb #Rag

Grep-AST или Как мы заменили векторный поиск всего одной библиотекой Всем привет! На связи София из команды пр...

#grep-ast #ast #llm #rag #python #tree-sitter #reverse #engineering #llm-модели #embeddings #code

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🧠 #Perplexity ha rilasciato pplx-embed-v1 e pplx-embed-context-v1, due nuovi modelli di #embeddings pensati per il retrieval su scala web.
👉 I dettagli: www.linkedin.com/posts/alessi...

#AI #GenAI #GenerativeAI #IntelligenzaArtificiale #LLM

Vector Data in .NET – Building Blocks for AI Part 2 Discover how Microsoft.Extensions.VectorData brings unified vector database access to .NET - one interface for semantic search across any vecto...

#.NET #AI #C# #Embeddings #Microsoft.Extensions […]

[Original post on devblogs.microsoft.com]

Even GenAI uses Wikipedia as a source - Stack Overflow

#TIL about the project to generate processable #embeddings from #Wikipedia content: "Even #GenAI uses Wikipedia as a source"

stackoverflow.blog/2026/02/20/e...

#AI #RAG

Как я построил Graph RAG систему с точностью 96.7% за 5 дней: от научных статей до production-ready пайплайна Skeleton Indexing (KDD 2025) + HippoRAG 2 (ICML 2025) + VectorCypher + Datalog Reasoning + 10 итераций оптимизации TL;DR Я реализовал Graph RAG систему, которая комбинирует 5 техник из свежих научных...

Как я построил Graph RAG систему с точностью 96.7% за 5 дней: от научных статей до production-ready пайплайна Я реализовал Gr...

#GraphRAG #RAG #Neo4j #NLP #LLM #Python #Datalog #Knowledge #Graph #embeddings #PageRank

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If you are interested in one of my models visit Civitai.

civitai.com/user/zentroc...

#AI #AIart #AIartwork #AIimage #AIimagegeneration #AIgenerated #digitalart #digitalartwork #SD #SDXL #LoRA #Embeddings

Retrieval-Augmented Generation (RAG) Tutorial: Architecture, Implementation, and Production Guide Step-by-step RAG tutorial: build retrieval-augmented generation systems with vector databases, hybrid search, reranking, and web search. Architecture, implementation, and production best practices.

Retrieval-Augmented Generation (RAG) Tutorial: Architecture, Implementation, and Production Guide:
www.glukhov.org/rag/
#AI #LLM #RAG #Embeddings #Reranking #VectorDatabase

Cosa sono gli embeddings? Note: Questo articolo è parte del corso AI con Delphi tenuto a febbraio da Wintech Italia. Per...

I giorni scorsi ho scritto un articolo su cosa sono gli #embeddings nell'abito delle intelligenze artificiali. In realtà si tratta dei miei appunti per il corso tenuto un paio di settimane fa un po' risistemati; ho pensavo potessero essere interessanti. Vi lascio qui il link:

dev.to/lminuti/cosa...

9 подходов, как сделать свой RAG с блекджеком и… Если мы говорим про AI, говорим и про галлюцинации. Эти два пон...

#AI #llm #ai-агенты #rag #embeddings #векторная #база #данных #ии #ии-агенты #галлюцинации

Origin | Interest | Match

9 подходов, как сделать свой RAG с блекджеком и… Если мы говорим про AI, говорим и про галлюцинации. Эти два пон...

#AI #llm #ai-агенты #rag #embeddings #векторная #база #данных #ии #ии-агенты #галлюцинации

Origin | Interest | Match

Without and with Embedding. Not quite the desired effect. But it works.

#AI #AIart #AIartwork #AIimage #AIimagegeneration #AIgenerated #digitalart #digitalartwork #SDXL #Embeddings