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badmonster0.bsky.social
Linghua Jin
@badmonster0.bsky.social
80 followers 390 following 130 posts
building CocoIndex🥥 - #opensource data infra for AI, ex-google tech lead
https://github.com/cocoindex-io/cocoindex 🥥🌴
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badmonster0.bsky.social
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
November 13, 2025 at 1:32 AM
badmonster0.bsky.social
vibe coding, not vibe data
www.youtube.com/watch?v=crV7...

#ai #youtube #llm #data #opensource
Fast Iterate Your Indexing Strategy 🚀
YouTube video by CocoIndex
www.youtube.com
October 9, 2025 at 5:00 AM
badmonster0.bsky.social
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
October 2, 2025 at 7:59 AM
badmonster0.bsky.social
🛒 Building + Explaining a real-time product recommendation engine with LLM + Graph DB - #OpenSource

🚀 Tutorial: cocoindex.io/docs/example...
🌟 Repo: github.com/cocoindex-io...
September 5, 2025 at 6:54 AM
badmonster0.bsky.social
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
August 14, 2025 at 4:22 PM
badmonster0.bsky.social
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
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.
cocoindex.io
August 12, 2025 at 12:21 AM
badmonster0.bsky.social
Effortless code context for AI -
Star github.com/cocoindex-io... if you like it!

link to full write up
cocoindex.io/blogs/index-...
August 10, 2025 at 5:01 AM
badmonster0.bsky.social
Best realtime context for coding agents
cocoindex.io/blogs/index-...

#vibecoding #opensource #claude #ai #llm #startup #data #tech #codingagents #agents #openai #cursor #windsurf
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.
cocoindex.io
August 7, 2025 at 7:29 AM
badmonster0.bsky.social
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
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
August 5, 2025 at 5:56 AM
badmonster0.bsky.social
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
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...
cocoindex.io
July 25, 2025 at 3:44 AM
badmonster0.bsky.social
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
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.
cocoindex.io
July 22, 2025 at 2:59 AM
badmonster0.bsky.social
A holistic, top-down perspective on Rust’s ownership, permission, and memory safety model
cocoindex.io/blogs/rust-o...

#Rustlang #Programming #MemorySafty #Data
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.
cocoindex.io
July 16, 2025 at 3:50 AM
badmonster0.bsky.social
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
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.
cocoindex.io
July 13, 2025 at 8:14 AM
Reposted by Linghua Jin
hackernoon.com
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
Turn Your PDF Library into a Searchable Research Database with 100 Lines of Code
hackernoon.com
July 11, 2025 at 7:00 PM
badmonster0.bsky.social
Build real-time knowledge graph from documents with LLM youtu.be/2KVkpUGRtnk?...

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

#OpenSource #Dev #TechTalkSky #IndieTechFeed
Build Real-Time Knowledge Graph For Documents with LLM
YouTube video by CocoIndex
youtu.be
July 11, 2025 at 6:05 AM
badmonster0.bsky.social
📚 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
July 10, 2025 at 6:49 AM
Reposted by Linghua Jin
hackernoon.com
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
Your Repo Has Secrets. Indexing Tells AI Where They Are.
hackernoon.com
July 7, 2025 at 4:19 AM
badmonster0.bsky.social
3rd repo of the day 🦀! - Github Trending 🚀
Checkout - github.com/cocoindex-io...

#opensource #rustlang
July 8, 2025 at 5:02 AM
badmonster0.bsky.social
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
July 7, 2025 at 6:22 AM
badmonster0.bsky.social
github.com/cocoindex-io... Transform data for AI got to @github.com Rust Trending this week 🚀!
@github-trending.bsky.social

#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
July 6, 2025 at 6:35 AM
badmonster0.bsky.social
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
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.
cocoindex.io
July 5, 2025 at 6:56 AM
badmonster0.bsky.social
wow cocoindex got to @github.com trending yesterday in Rust 🦀. But i missed the moment.

Anyways, way to go!
github.com/cocoindex-io...
Super simple ETL to prepare data for AI. Write in python, with Rust performance.

Grateful that this blog happens to capture it

#github #opensource #rustlang
July 4, 2025 at 9:25 AM
badmonster0.bsky.social
github.com/cocoindex-io...

Prepare data like LEGO. Few lines in Python, powered by Rust 🦀 for ultra performance

Appreciate a star for the repo

#opensource #buildinpublic #rustlang
July 3, 2025 at 10:53 PM
badmonster0.bsky.social
CocoIndex - super simple etl to prepare data for ai agents, with dynamic index - cross 2k Github stars today.

github.com/cocoindex-io...

When sources get updates, it automatically syncs to targets with minimal computation needed.

Open source & on-prem ready. ⭐️ Star if it is helpful :)
July 1, 2025 at 6:49 AM
badmonster0.bsky.social
Homepage v2 - cocoindex.io
Ultra performant ETL for AI, within 100 lines of python code.
Appreciate a star 🌟 on github.com/cocoindex-io...
June 30, 2025 at 8:12 AM