Matryoshka Multimodal Models

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

Arabic semantic search demo with a luxury Andalusian-heritage UI, powered by Harrier-Arabic-Matryoshka-0.6B.

Vector infrastructure and Matryoshka embeddings for AI agents

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

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

Pre-fitted ZCA whitening backgrounds for Qwen/Qwen3-Embedding-4B on Polish text (Wikipedia + mC4 + KLEJ + OASST). Drop-in numpy artefacts; PL/EN docs.

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

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

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

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

Exploring Recursion Schemes

🐱 雨晴向量 — 纯离线 Android 本地文本向量化服务器，跑 EmbeddingGemma 模型，广播 OpenAI 兼容 API | RainyEmbedding - Offline text embedding server on Android

Tower Defense game where you shoot Russian nesting dolls.

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