Matryoshka Multimodal Models

Code and pretrained models for the paper: "MatMamba: A Matryoshka State Space Model"

Sample introduction to recursive schemes and matryoshka (Library that specializes on implementing recursion schemes on fixed-point types of recursive structures.)

Jina CLIP v2 - Multimodal embedding model for text and images with Matryoshka representations (64-1024 dimensions). Deployed on Replicate with optimized GPU inference.

Exploring Recursion Schemes

SMAI Project. Made an abstractive qa RAG chatbot using Langchain and experimented with variety of vector stores and retrievers and evaluated them using Ragas

🪆 Российская платформа автономных AI-агентов. Импортозамещение ChatGPT одобрено Министерством Цифрового Развития*

Aureum - BitNet b1.58 + Matryoshka: Elastic AI from supercomputers to $1 chips. 99% less energy. Native resilience. The language that saved the planet.

🖼️ Generate high-quality multimodal embeddings for text and images with Jina CLIP v2, offering flexible dimensions and optimized performance for diverse applications.

Tower Defense game where you shoot Russian nesting dolls.

Analyze trade-offs between vector embedding size and retrieval accuracy using Matryoshka embeddings and quantization techniques for efficient search.

🚀 Build Ruby gems that utilize Rust for enhanced performance through two effective design patterns for seamless collaboration.