๐Ÿ“š Kilo Code Series #5: Codebase Indexing with Nomic & Qdrant!

Enable semantic AI search across your entire codebase.

๐Ÿ“– Read: https://devopstales.github.io/ai/kilo-code-series-05-indexing/?utm_source=twitter&utm_medium=social

#KiloCode #AI #Indexing #SemanticSearch

Kilo Code: Codebase Indexing with Nomic and Qdrant

In our previous post, we explored the different modes of Kilo Code. While these modes are powerful, their effectiveness depends on the quality of the context they can access.

DevOpsTales

AA (@measure_plan)

์‚ฌ์ง„ ๊ฒ€์ƒ‰ยท๋ทฐ์ž‰ ์‹คํ—˜: threejs ์ธํ„ฐํŽ˜์ด์Šค ์œ„์— smolVLM + Roboflow RF-DETR ๊ธฐ๋ฐ˜ ์ปดํ“จํ„ฐ ๋น„์ „๊ณผ ChromaDB ์‹œ๋งจํ‹ฑ ๊ฒ€์ƒ‰์„ ๊ฒฐํ•ฉํ•ด, ๋„์‹œยท์ƒ‰์ƒยท๊ฐ์ฒด ๊ฐ™์€ ์ž์—ฐ์–ด๋กœ ์ „์ฒด ์‚ฌ์ง„ ๋ผ์ด๋ธŒ๋Ÿฌ๋ฆฌ๋ฅผ ๊ฒ€์ƒ‰ํ•  ์ˆ˜ ์žˆ๊ฒŒ ๊ตฌ์„ฑํ•œ ์‚ฌ๋ก€๋ฅผ ๊ณต์œ ํ•จ.

https://x.com/measure_plan/status/2034272042158108907

#threejs #smolvlm #roboflow #chromadb #semanticsearch

AA (@measure_plan) on X

exploring new ways to search and view my photos โ€ข threejs interface โ€ข smolVLM + roboflow RF-DETR computer vision โ€ข chromaDB semantic search this lets me use natural language search (city, color, object) across all my photos

X (formerly Twitter)

Engadget (@engadget)

Nothing์ด ์ž์‚ฌ AI ์•ฑ์„ ์—…๋ฐ์ดํŠธํ•˜์—ฌ ์‹œ๋งจํ‹ฑ ๊ฒ€์ƒ‰ ๊ธฐ๋Šฅ์„ ๋„์ž…ํ•˜๊ณ  ์ด๋ฒคํŠธ ์ถ”์ ์„ ์œ„ํ•œ ์ƒˆ๋กœ์šด ๋ฐฉ์‹์„ ์ถ”๊ฐ€ํ–ˆ์Šต๋‹ˆ๋‹ค. ์‚ฌ์šฉ์ž๊ฐ€ ์˜๋ฏธ ๊ธฐ๋ฐ˜ ๊ฒ€์ƒ‰์œผ๋กœ ๋” ์ •๊ตํ•œ ๊ฒ€์ƒ‰์ด ๊ฐ€๋Šฅํ•ด์ง€๊ณ , ์ด๋ฒคํŠธ ํŠธ๋ž˜ํ‚น ๋ฐฉ๋ฒ•๋„ ๊ฐœ์„ ๋˜์–ด ์•ฑ ๋‚ด ๋ฐ์ดํ„ฐ ํƒ์ƒ‰ ๋ฐ ์ถ”์  ๊ฒฝํ—˜์ด ํ–ฅ์ƒ๋ฉ๋‹ˆ๋‹ค.

https://x.com/engadget/status/2032553912717193594

#nothing #ai #semanticsearch #eventtracking

Engadget (@engadget) on X

Nothing updates its AI app with semantic search and a new way to track events https://t.co/ysFN6DwHr2

X (formerly Twitter)

Github Awesome (@GithubAwesome)

Context+๋ผ๋Š” MCP ์„œ๋ฒ„๊ฐ€ ๋ฐœํ‘œ๋˜์—ˆ์Šต๋‹ˆ๋‹ค. Tree-sitter ๊ธฐ๋ฐ˜ AST ํŒŒ์‹ฑ๊ณผ Spectral Clustering์„ ๊ฒฐํ•ฉํ•ด ๋Œ€๊ทœ๋ชจ ์ฝ”๋“œ๋ฒ ์ด์Šค๋ฅผ ์˜๋ฏธ๋ก ์ ์œผ๋กœ ์ƒ‰์ธยท๊ฒ€์ƒ‰ ๊ฐ€๋Šฅํ•œ ํ˜•ํƒœ๋กœ ๋ณ€ํ™˜ํ•จ์œผ๋กœ์จ, AI ์—์ด์ „ํŠธ์˜ ํ† ํฐ ์†Œ๋ชจ์™€ ์ปจํ…์ŠคํŠธ ์†์‹ค ๋ฌธ์ œ๋ฅผ ์™„ํ™”ํ•˜๊ณ  ๋Œ€๊ทœ๋ชจ ์—”์ง€๋‹ˆ์–ด๋ง์—์„œ์˜ ๊ฒ€์ƒ‰ยท์ถ”๋ก  ํšจ์œจ์„ ๋†’์ด๋Š” ๊ฐœ๋ฐœ์ž์šฉ ์ธํ…”๋ฆฌ์ „์Šค ์†”๋ฃจ์…˜์ž…๋‹ˆ๋‹ค.

https://x.com/GithubAwesome/status/2028811480108261523

#codeintel #treesitter #semanticsearch #mcp #aiagents

Github Awesome (@GithubAwesome) on X

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,

X (formerly Twitter)

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.

โœจ 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

โžก๏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

GitHub - pgEdge/pg_semantic_cache

Contribute to pgEdge/pg_semantic_cache development by creating an account on GitHub.

GitHub
Vector Data in .NET - Building Blocks for AI Part 2 - .NET Blog

Explore the power of Vector Data in .NET AI for enhancing semantic searches and intelligent applications.

.NET Blog

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. (Thereโ€™s even built-in views and functions for monitoring queue status.)

#github #opensource #semanticsearch #vector #vectordatabase #openai #ollama #voyageai

GitHub - pgEdge/pgedge-vectorizer: A PostgreSQL extension to create chunk tables for existing text data, and populate them with embeddings using your favourite LLM.

A PostgreSQL extension to create chunk tables for existing text data, and populate them with embeddings using your favourite LLM. - pgEdge/pgedge-vectorizer

GitHub

ITmedia AI๏ผ‹ (@itm_aiplus)

'SoftMatcha 2'๋ผ๋Š” '์• ๋งคํ•จ(ๆ›–ๆ˜ง)' ๊ฒ€์ƒ‰ ์‹œ์Šคํ…œ์ด ๋„์ฟ„๋Œ€, ๊ตํ† ๋Œ€, Sakana AI ๋“ฑ ๊ณต๋™์œผ๋กœ ๊ฐœ๋ฐœ๋˜์—ˆ์œผ๋ฉฐ, ๊ธ‰์ฆํ•˜๋Š” AI ํ•™์Šต ๋ฐ์ดํ„ฐ์—์„œ ์œ ์‚ฌ์„ฑ ๊ธฐ๋ฐ˜ ๊ณ ์† ๊ฒ€์ƒ‰์„ ๊ฐ€๋Šฅํ•˜๊ฒŒ ํ•ด ํ•™์Šต ๋ฐ์ดํ„ฐ ๊ด€๋ฆฌยท๊ฒ€์ƒ‰ ํšจ์œจ์„ ํฌ๊ฒŒ ๊ฐœ์„ ํ•  ์ˆ˜ ์žˆ๋‹ค๊ณ  ๋ณด๋„๋˜์—ˆ์Šต๋‹ˆ๋‹ค.

https://x.com/itm_aiplus/status/2024319295556374564

#semanticsearch #softmatcha2 #informationretrieval #aidata

ITmedia AI๏ผ‹ (@itm_aiplus) on X

โ€œใ‚ใ„ใพใ„โ€ๆคœ็ดขใ‚ทใ‚นใƒ†ใƒ ใ€ŒSoftMatcha 2ใ€ใ€€ๆฑๅคงใ‚„ไบฌๅคงใ€Sakana AIใชใฉใŒ้–‹็™บใ€€ๅทจๅคงๅŒ–ใ™ใ‚‹AIๅญฆ็ฟ’ใƒ‡ใƒผใ‚ฟใ‚’้ซ˜้€Ÿๆคœ็ดข https://t.co/yOV58YpYgx

X (formerly Twitter)

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

๐Ÿ” 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.

๐Ÿ“š https://opensearch.org/blog/revolutionizing-enterprise-search-opensearch-vector-engine-unleashed/

#OpenSearch #EnterpriseSearch #VectorSearch #SemanticSearch #AI #OpenSource

Revolutionizing enterprise search: OpenSearch Vector Engine unleashed

Discover how OpenSearch Vector Engine transforms enterprise search with AI-powered semantic capabilities, hybrid search, and RAG integration for superior accuracy and relevance.

OpenSearch