What is a Vision Language Model (VLM)?

A Vision Language Model (VLM) is an AI model that can process and understand both images and text together. VLMs can answer questions about images, generate captions, and perform visual reasoning tasks by combining computer vision with natural language understanding.

What does 10M-token context window mean?

A 10 million token context window means the model can process approximately 10 million tokens (words or word pieces) in a single prompt. This enables processing extremely long documents, entire codebases, or hours of transcribed video content in one request.

Can small VLMs run on consumer hardware?

Yes, models like SmolVLM from Hugging Face are designed to run on devices with limited resources-some requiring less than 1GB of RAM. This enables on-device vision AI for mobile apps, edge devices, and privacy-sensitive applications.

Multimodal Monday #2, From Tiny VLMs to 10M‑Token Titans

Name: Multimodal Monday #2, From Tiny VLMs to 10M‑Token Titans
Uploaded: 2025-01-20T00:00:00Z
Duration: 5 min

5:00

Multimodal Monday

Mixpeek Team

January 20, 2025

Summary

This week in multimodal AI was wild, we're talking: Meta's Llama 4 with 10M-token context windows

About this video

This week in multimodal AI was wild, we're talking: Meta's Llama 4 with 10M-token context windows Microsoft's Phi-4-Multimodal outperforming much larger models Hugging Face's SmolVLM that runs on less than 1GB RAM Poisoned image attacks on retrieval-augmented generation (!) We'll break down the latest research, tools, real-world use cases, and what it all means for developers, founders, and builders in the AI space. ⏱ Timestamps: 00:00 - Welcome 00:25 - Quick Take 01:05 - Research Highlights 02:10 - Tools & Techniques 03:00 - Real-World Applications 03:40 - Trends & Predictions 04:30 - Community & Shoutouts 04:55 - Wrap-up

Multimodal Monday #2, From Tiny VLMs to 10M‑Token Titans

Summary

About this video

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