EmbeddingGemma 2: an open, lightweight multimodal embedding model
deepmind.google·6d ago
AI Engineering
Hacker News·Aug 5·5 min read
Beating GPT-5.6 Sol on retrieval with 100x cheaper open models
TL;DR
Neon and Castform have developed a solution that enables efficient data retrieval from databases, significantly reducing costs compared to traditional models. This advancement allows teams to leverage their existing data more effectively and affordably.
✦ Why It Matters
Start using Neon and Castform to optimize your data retrieval processes today.
Key Takeaways
- Utilize existing data for AI model training with Castform.
- Leverage RL post-training to enhance open-source model performance.
- Integrate with Neon for dynamic scaling during training.
- Transform internal documentation into effective training datasets.
How It Works
Castform simplifies the RL post-training process by generating synthetic training tasks from existing data. It uses Neon for storage and search, allowing models to learn through trial and error.
The agent interacts with the data, receives feedback based on a reward function, and iteratively improves its performance.