EmbeddingGemma 2: an open, lightweight multimodal embedding model
deepmind.google·6d ago
AI Engineering
Hacker News·Aug 17·5 min read
GPT 5.6 Sol is the best "vision" model OpenAI ever released
TL;DR
OpenAI's GPT-5.6 lineup introduces the Sol model, significantly enhancing vision capabilities, particularly in object detection and counting. Sol outperforms previous models, making it a strong contender in visual understanding tasks.
✦ Why It Matters
Consider testing the Sol model for your visual understanding tasks to leverage its improved capabilities.
Key Takeaways
- Utilize Sol for enhanced object detection and counting tasks.
- Be mindful of cost and latency when processing images with Sol.
- Test different coordinate formats for optimal detection performance.
- Explore alternatives like Gemini 3.5 Flash for cost-sensitive applications.
How It Works
Sol generates object labels and coordinates as text, allowing it to handle complex scenes and document layouts effectively. By prompting the model to return absolute pixel coordinates, users can improve detection accuracy.
⚠ The Catch
Sol's performance decreases with larger images (around 2,000 by 2,000 pixels), leading to unstable detection results unless higher reasoning effort is applied.