nowfound

AI · October 6, 2026

Google EmbeddingGemma 2

An open, lightweight multimodal embedding model

Google EmbeddingGemma 2 launched on October 6, 2026 with 318 votes, #15 of 3,183 launches that month and more than 99% of that year's launches.

In plain words

EmbeddingGemma 2 is Google DeepMind's open-source embedding model that converts text, code, images, video, and audio into a shared space for cross-modal search. With 740M parameters, it runs on-device with minimal RAM requirements and is licensed under Apache 2.0. The model achieves significant performance improvements on code tasks and is available free on Hugging Face and Kaggle, designed for privacy-focused applications.

written from the facts on this page · October 2026

From the sources

EmbeddingGemma 2 is Google DeepMind's open embedding model that maps text, code, images, video and audio into one shared space, so you can search across them from a single query. At 740M parameters it runs on-device, needing about 567MB of RAM on a Pixel 11 Pro for the full multimodal model (191MB for text only). Apache 2.0 licensed, with weights on Hugging Face and Kaggle. MTEB Code score rises from 68.76 to 78.68.

Introducing EmbeddingGemma 2, an open multimodal embedding model optimized for privacy-first use cases

Pricing, as stated on its site

Free — EmbeddingGemma 2 is an open-source embedding model released under Apache 2.0 license with weights available on Hugging Face and Kaggle at no cost.

checked October 2026 · prices change

Does a similar job

all alternatives →
  • Gemini Embedding 2Mar 2026 · blog.google · ▲243

    Google's first natively multimodal embedding model

  • Building a web search engine from scratch with 3B neural embeddings2025 · blog.wilsonl.in · ▲699

    End-to-end deep dive of the project, spanning a large GPU cluster, distributed RocksDB, and terabytes of sharded HNSW.

  • Model2vec – Lightning-fast Static Embeddings for RAG/Semantic Search2024 · github.com · ▲28

    We’ve recently open-sourced Model2vec, a method to distill sentence transformers into static embeddings that outperform all previous approaches by a large margin on MTEB. Our new models set a new state-of-the-art for static embeddings. Main features: - Our best model (potion-base-8M) has only 8M parameters, which is ~30mb on disk - Inference is ~500x faster than the distilled base model (bge-base), on a CPU - New models can be distilled in 30 seconds on a CPU without requiring a dataset - just a vocabulary - Numpy-only inference: The packaged can be install the package with minimal…

  • TranslateGemma Jan 2026 · blog.google · ▲275

    Open translation on Google models, supporting 55 languages

  • Wordllama – Things you can do with the token embeddings of an LLM2024 · github.com · ▲370

    After working with LLMs for long enough, I found myself wanting a lightweight utility for doing various small tasks to prepare inputs, locate information and create evaluators. This library is two things: a very simple model and utilities that inference it (eg. fuzzy deduplication). The target platform is CPU, and it’s intended to be light, fast and pip installable — a library that lowers the barrier to working with strings semantically. You don’t need to install pytorch to use it, or any deep learning runtimes. How can this be accomplished? The model is simply token embeddings that are…

  • WS
    Web search using a ChatGPT-like model that can cite its sources2022 · beta.sayhello.so · ▲318

    We’ve trained a generative AI model to browse the web and answer questions/retrieve code snippets directly. Unlike ChatGPT, it has access to primary sources and is able to cite them when you hover over an answer (click on the text to go to the source being cited). We also show regular Bing results side-by-side with our AI answer. The model is an 11-billion parameter T5-derivative that has been fine-tuned on feedback given on hundreds of thousands of searches done (anonymously) on our platform. Giving the model web access lessens its burden to need to store a snapshot of human knowledge…

More ai this month

the category →
  • Video model that turns script into viral social media videos

    AI · 17d ago · spira.ai

  • The browser where Claude Code and Codex work beside you

    AI · 16d ago · rill.love

  • Kolibri is Aleph Alpha

    AI · 18d ago · tej.as

  • Paintings by AI models: programs run through a simulation of oil paint.

    AI · 20d ago · stillwet.art

  • Onepin▲384

    AI voiceover with every name, price and date said right

    AI · 30d ago · onepin.ai

  • A real-time world model you can explore and change

    AI · 28d ago · world.pixverse.video

Source: Product Hunt launch ↗

Launched alongside, October 2026

the whole month →