Linghua Jin

GitHub - cocoindex-io/cocoindex: Data transformation framework for AI. Ultra performant, with incremental processing. 🌟 Star if you like it! Data transformation framework for AI. Ultra performant, with incremental processing. 🌟 Star if you like it! - cocoindex-io/cocoindex

github.com/cocoindex-io...

Why #CocoIndex chose Rust: blazing-fast dataflow, predictable performance, and memory safety without GC pauses. When you’re doing real-time incremental updates at scale, every microsecond matters — Rust lets us push the limits without sacrificing correctness.

#rustlang

Adaptive Batching - 5x throughput on your data pipelines | CocoIndex Discover how CocoIndex delivers automatic batch processing for GPU workloads and machine learning pipelines. Framework-level batching optimizes performance for text embeddings and other AI operations ...

Improve your ai data pipeline throughput x times by adaptive batching

cocoindex.io/blogs/batching

#ai #opensource

Thinking in Rust: Ownership, Access, and Memory Safety | CocoIndex A mental framework for Rust's memory safety concepts. Think systematically about ownership, references, Send, Sync, and Rc, Arc, RefCell, Mutex, etc.

Thinking in Rust: Ownership, Access, and Memory Safety - cocoindex.io/blogs/rust-o...

#rustlang

GitHub - cocoindex-io/cocoindex: Data transformation framework for AI. Ultra performant, with incremental processing. 🌟 Star if you like it! Data transformation framework for AI. Ultra performant, with incremental processing. 🌟 Star if you like it! - cocoindex-io/cocoindex

checkout - github.com/cocoindex-io...

CocoIndex made to #1 Github trending global in Rust - data transformation engine. Grateful to the Rust open source community and all the amazing Rustaceans for the support 💛

#rustlang #github #opensource

YouTube video by CocoIndex Fast Iterate Your Indexing Strategy 🚀

vibe coding, not vibe data
www.youtube.com/watch?v=crV7...

#ai #youtube #llm #data #opensource

Happy Hacktoberfest! Trick-or-treat 🎃🎃 CocoIndex - github.com/cocoindex-io... - tagged with hacktoberfest and fun issues, and ready to go ! Rust 🦀 and Python 🐍

#opensource #hacktoberfest #hacktoberfest-2025

🛒 Building + Explaining a real-time product recommendation engine with LLM + Graph DB - #OpenSource

🚀 Tutorial: cocoindex.io/docs/example...
🌟 Repo: github.com/cocoindex-io...

CocoIndex - github.com/cocoindex-io... - Build fresh knowledge for AI made to the top 3 in trending github in #rustlang!

🌟 star if you like it! Let's go Rust 🦀. Data infra project should be on #Rustlang.

#opensource #buildinpublic

Multi-Dimensional Vector Support in CocoIndex | CocoIndex CocoIndex natively handles typed multi-dimensional vectors — from simple arrays to multi-vector embeddings, unlocks multimodal AI pipelines at scale.

Multi-dimensional vectors? That’s how AI understands everything — text, images, audio, all at once. We broke it down here. cocoindex.io/blogs/multi-...

🌟Star the repo if you like it!
github.com/cocoindex-io...

#opensource #Vision #LLM #AI #buildinpublic

#vibecoding #opensource #ClaudeCode #Claude #GPT5 #GPT #OPENAI #GEMINI

Effortless code context for AI -
Star github.com/cocoindex-io... if you like it!

link to full write up
cocoindex.io/blogs/index-...

Build Real-Time Codebase Indexing for AI Code Generation | CocoIndex Indexing codebase for RAG with CocoIndex and Tree-sitter in real-time: chunking, embedding, semantic search, and build vector index for efficient retrieval.

Best realtime context for coding agents
cocoindex.io/blogs/index-...

#vibecoding #opensource #claude #ai #llm #startup #data #tech #codingagents #agents #openai #cursor #windsurf

GitHub - cocoindex-io/cocoindex: Data transformation framework for AI. Ultra performant, with incremental processing. Data transformation framework for AI. Ultra performant, with incremental processing. - cocoindex-io/cocoindex

CocoIndex (github.com/cocoindex-io...) now supports custom targets - make the AI agents to operate on always-current context effortlessly.

Checkout -
cocoindex.io/blogs/custom...

#opensource #LEGO #buildinpublic

Someone repurpose it for coldplay cam detection 😜
#coldplay

Indexing Faces for Scalable Visual Search - Build your own Google Photo Search | CocoIndex Build a scalable face detection and recognition pipeline using CocoIndex. This tutorial covers extracting and embedding faces from images, structuring data for visual search, and exporting to a vect...

Indexing Faces for Scalable Visual Search 🚀 Build your own Google‑style photo finder in minutes with face detection, embeddings and Qdrant 🔍 with step-by-step preview.

🌟 Repo (appreciate a star!): github.com/cocoindex-io...

👀 Tutorial: cocoindex.io/blogs/face-d...

#OpenSource #Python

Build image search and query with natural language with vision model CLIP | CocoIndex Indexing images with CocoIndex and Vision Model in real-time: multi-modal embedding, and build vector index for efficient retrieval.

Build image search and query with natural language with vision model CLIP - 100 lines of python. Use LLM for image recognition.

Time to repurpose for Coldplay CAM real-time integration 😜

cocoindex.io/blogs/live-i...

Github: github.com/cocoindex-io...

#LLM #ColdPlay #ColdPlayCam

Thinking in Rust: Ownership, Access, and Memory Safety | CocoIndex A mental framework for Rust's memory safety concepts. Think systematically about ownership, references, Send, Sync, and Rc, Arc, RefCell, Mutex, etc.

A holistic, top-down perspective on Rust’s ownership, permission, and memory safety model
cocoindex.io/blogs/rust-o...

#Rustlang #Programming #MemorySafty #Data

Build Real-Time Codebase Indexing for AI Code Generation | CocoIndex Indexing codebase for RAG with CocoIndex and Tree-sitter in real-time: chunking, embedding, semantic search, and build vector index for efficient retrieval.

Context + Reliable LLM e.g., Claude code will be the future of coding agents. Checkout Cocoindex that brings fresh context for reliable coding agents!

github.com/cocoindex-io...

(Appreciate a star!)

Full blog here:

cocoindex.io/blogs/index-...

#opensource #codeagent

Turn Your PDF Library into a Searchable Research Database with 100 Lines of Code

How to index academic research papers by extracting metadata (e.g., title, authors, abstract) for AI agents and AI workflows using LLMs and CocoIndex. #ai

YouTube video by CocoIndex Build Real-Time Knowledge Graph For Documents with LLM

Build real-time knowledge graph from documents with LLM youtu.be/2KVkpUGRtnk?...

Checkout -
github.com/cocoindex-io...

#OpenSource #Dev #TechTalkSky #IndieTechFeed

GitHub - cocoindex-io/cocoindex: Data transformation framework for AI. Ultra performant, with incremental processing. Data transformation framework for AI. Ultra performant, with incremental processing. - cocoindex-io/cocoindex

What you get:
✅ LLM-extracted title, authors, abstract
✅ Embeddings for smart search
✅ Build 3 tables in one shot: metadata, author→paper, embeddings
✅ Real-time updates via Postgres + PGVector (one-line switch to Qdrant)

Appreciate a star on the repo if it is helpful
github.com/cocoindex-io...

Perfect for:
🔍 Research agents
🧠 Semantic paper search
📈 Academic recommendation systems

📚 Build LLM-ready, metadata-rich indexes from academic papers PDF in minutes.

Get started:
🔗https://cocoindex.io/blogs/academic-papers-indexing

Repo:
🌟 github.com/cocoindex-io...

#LLM #RAG #SemanticSearch #opensource
#DataInfrastructure #KnowledgeGraphs #VectorSearch #DevTools #OpenSource

Your Repo Has Secrets. Indexing Tells AI Where They Are.

Unlock the power of Retrieval-Augmented Generation (RAG) by indexing your codebase. Learn why it matters, how to do it with smart chunking, embeddings, and more #ai

3rd repo of the day 🦀! - Github Trending 🚀
Checkout - github.com/cocoindex-io...

#opensource #rustlang

CocoIndex Crossed 2k stars last week with one day on Github Trending in Rust 🦀 . Thank you everyone who contributed, starred the repo and shared the love!

Let’s making the best ETL framework for AI 🚀 !
github.com/cocoindex-io...

#RustLang #opensource

GitHub - cocoindex-io/cocoindex: Data transformation framework for AI. Ultra performant, with incremental processing. Data transformation framework for AI. Ultra performant, with incremental processing. - cocoindex-io/cocoindex

github.com/cocoindex-io... Transform data for AI got to @github.com Rust Trending this week 🚀!
@github-trending.bsky.social

#rustlang #opensource

Build Real-Time Codebase Indexing for AI Code Generation | CocoIndex Indexing codebase for RAG with CocoIndex and Tree-sitter in real-time: chunking, embedding, semantic search, and build vector index for efficient retrieval.

build code index for your coding agents ~ in 10 min
cocoindex.io/blogs/index-...

appreciate a star on my repo:
github.com/cocoindex-io...

#coding #opensource