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The Landscape of GenAI Ecosystem: Beyond LLMs and Vector Databases

Blog post from Zilliz

Post Details
Company
Date Published
Author
Jiang Chen
Word Count
2,374
Company Posts That Month
14
Language
English
Hacker News Points
-
Post removed?
No
Summary

The landscape of Generative Artificial Intelligence (GenAI) has significantly expanded beyond Large Language Models (LLMs) and vector databases, with a focus on Retrieval-Augmented Generation (RAG) and multimedia generation. RAG combines information retrieval techniques with generative language models to produce relevant outputs, while multimedia generation leverages generative models for complex visual content creation. The GenAI ecosystem includes various components such as data connectors, embedding models, LLM inference frameworks, agentic frameworks, and frontend UI experiences. Key projects within the ecosystem include LlamaIndex, Ragas, Airbyte, Voyage AI, vLLM, MemGPT, Bing API, Streamlit, WhyHow, AnythingLLM, Midjourney, and Zilliz Cloud.

Trends Found in this Post
Trend Post Mentions Total Month Mentions Posts Companies MoM
RAG 33 2,503 269 80 +39%
LLM 24 4,022 458 164 -13%
Vector Search 16 2,337 296 106 +34%
Data Pipeline 4 690 197 79 +34%
Observability 2 1,346 248 93 -23%
AI Agents 1 371 84 45 -8%
AI Model Fine-tuning 1 992 168 90 -5%
Real-time 1 2,985 789 223 +25%
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