๐ Kilo Code Series #5: Codebase Indexing with Nomic & Qdrant!
Enable semantic AI search across your entire codebase.
๐ Read: https://devopstales.github.io/ai/kilo-code-series-05-indexing/?utm_source=twitter&utm_medium=social
๐ Kilo Code Series #5: Codebase Indexing with Nomic & Qdrant!
Enable semantic AI search across your entire codebase.
๐ Read: https://devopstales.github.io/ai/kilo-code-series-05-indexing/?utm_source=twitter&utm_medium=social
AA (@measure_plan)
์ฌ์ง ๊ฒ์ยท๋ทฐ์ ์คํ: threejs ์ธํฐํ์ด์ค ์์ smolVLM + Roboflow RF-DETR ๊ธฐ๋ฐ ์ปดํจํฐ ๋น์ ๊ณผ ChromaDB ์๋งจํฑ ๊ฒ์์ ๊ฒฐํฉํด, ๋์ยท์์ยท๊ฐ์ฒด ๊ฐ์ ์์ฐ์ด๋ก ์ ์ฒด ์ฌ์ง ๋ผ์ด๋ธ๋ฌ๋ฆฌ๋ฅผ ๊ฒ์ํ ์ ์๊ฒ ๊ตฌ์ฑํ ์ฌ๋ก๋ฅผ ๊ณต์ ํจ.
Engadget (@engadget)
Nothing์ด ์์ฌ AI ์ฑ์ ์ ๋ฐ์ดํธํ์ฌ ์๋งจํฑ ๊ฒ์ ๊ธฐ๋ฅ์ ๋์ ํ๊ณ ์ด๋ฒคํธ ์ถ์ ์ ์ํ ์๋ก์ด ๋ฐฉ์์ ์ถ๊ฐํ์ต๋๋ค. ์ฌ์ฉ์๊ฐ ์๋ฏธ ๊ธฐ๋ฐ ๊ฒ์์ผ๋ก ๋ ์ ๊ตํ ๊ฒ์์ด ๊ฐ๋ฅํด์ง๊ณ , ์ด๋ฒคํธ ํธ๋ํน ๋ฐฉ๋ฒ๋ ๊ฐ์ ๋์ด ์ฑ ๋ด ๋ฐ์ดํฐ ํ์ ๋ฐ ์ถ์ ๊ฒฝํ์ด ํฅ์๋ฉ๋๋ค.
Github Awesome (@GithubAwesome)
Context+๋ผ๋ MCP ์๋ฒ๊ฐ ๋ฐํ๋์์ต๋๋ค. Tree-sitter ๊ธฐ๋ฐ AST ํ์ฑ๊ณผ Spectral Clustering์ ๊ฒฐํฉํด ๋๊ท๋ชจ ์ฝ๋๋ฒ ์ด์ค๋ฅผ ์๋ฏธ๋ก ์ ์ผ๋ก ์์ธยท๊ฒ์ ๊ฐ๋ฅํ ํํ๋ก ๋ณํํจ์ผ๋ก์จ, AI ์์ด์ ํธ์ ํ ํฐ ์๋ชจ์ ์ปจํ ์คํธ ์์ค ๋ฌธ์ ๋ฅผ ์ํํ๊ณ ๋๊ท๋ชจ ์์ง๋์ด๋ง์์์ ๊ฒ์ยท์ถ๋ก ํจ์จ์ ๋์ด๋ ๊ฐ๋ฐ์์ฉ ์ธํ ๋ฆฌ์ ์ค ์๋ฃจ์ ์ ๋๋ค.

Are you tired of your AI agent burning through tokens and losing context? Context+ is an MCP server that acts as semantic intelligence for large-scale engineering. By combining Tree-sitter AST parsing with Spectral Clustering, it turns your massive codebase into a searchable,
pg_semantic_cache: an open-source extension that enables semantic query result caching in #PostgreSQL. Traditional caching requires exact query matches; this extension uses vector embeddings to find and retrieve cached results for semantically similar queries.
โจ Give the project a try on GitHub (and don't forget to star the project while you're there): https://github.com/pgEdge/pg_semantic_cache
โก๏ธ Read more: https://www.pgedge.com/blog/pg_semantic_cache-in-production-tags-eviction-monitoring-and-python-integration
#postgres #data #llm #semanticsearch #ai #aiengineering #opensourceai #opensource
via @dotnet : Vector Data in .NET โ Building Blocks for AI Part 2
https://ift.tt/VtJUvye
#VectorData #NET #AI #BuildingBlocks #SemanticSearch #RAG #Embedding #Embeddings #VectorDatabase #Qdrant #Redis #CosmosDB #SQLServer #PostgreSQL #SQLite #InMemory #VectorStoโฆ
Did you know? Our pgedge-vectorizer tool (on GitHub: https://github.com/pgEdge/pgedge-vectorizer) automatically chunks text content and generates vector embeddings with the help of background workers.
OpenAI, Voyage AI, and Ollama are supported as embedding providers, and a simple SQL interface allows you to enable vectorization on any table. (Thereโs even built-in views and functions for monitoring queue status.)
#github #opensource #semanticsearch #vector #vectordatabase #openai #ollama #voyageai

A PostgreSQL extension to create chunk tables for existing text data, and populate them with embeddings using your favourite LLM. - pgEdge/pgedge-vectorizer
ITmedia AI๏ผ (@itm_aiplus)
'SoftMatcha 2'๋ผ๋ '์ ๋งคํจ(ๆๆง)' ๊ฒ์ ์์คํ ์ด ๋์ฟ๋, ๊ตํ ๋, Sakana AI ๋ฑ ๊ณต๋์ผ๋ก ๊ฐ๋ฐ๋์์ผ๋ฉฐ, ๊ธ์ฆํ๋ AI ํ์ต ๋ฐ์ดํฐ์์ ์ ์ฌ์ฑ ๊ธฐ๋ฐ ๊ณ ์ ๊ฒ์์ ๊ฐ๋ฅํ๊ฒ ํด ํ์ต ๋ฐ์ดํฐ ๊ด๋ฆฌยท๊ฒ์ ํจ์จ์ ํฌ๊ฒ ๊ฐ์ ํ ์ ์๋ค๊ณ ๋ณด๋๋์์ต๋๋ค.
Relying on keyword search alone? Read this blog to add semantic search and AI-powered search terminologies to your SEO dictionary to build smarter, modern enterprise websites.
https://www.specbee.com/blogs/semantic-search-vs-keyword-search-difference
#seo #semanticsearch #keywordsearch #relevanceoptimization #aisearch #ai #searchintent
๐ Modernize Enterprise Search with OpenSearch Vector Engine - Neel Shah
OpenSearch Vector Engine brings semantic, hybrid, and AI-powered search to enterprise data. This guide covers the technical basics, deployment strategies, code snippets, diagrams, and real-world use cases to help you build smarter search systems.
๐ https://opensearch.org/blog/revolutionizing-enterprise-search-opensearch-vector-engine-unleashed/
#OpenSearch #EnterpriseSearch #VectorSearch #SemanticSearch #AI #OpenSource