matryoshka

Matryoshka Multimodal Models

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

Arabic document search with Matryoshka embeddings, source-linked results, and a Saudi-inspired interface.

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

Vector infrastructure and Matryoshka embeddings for AI agents

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

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

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

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

🐱 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

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

voyage-4-nano text embeddings on Apple silicon via MLX

Tower Defense game where you shoot Russian nesting dolls.

Persistent plastic memory for coding agents (Claude Code, OpenCode, Prime Agent) via MCP. One-command install.

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

Truncate embeddings to a shorter prefix and keep scores comparable across widths

Exploring Recursion Schemes

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