EmbeddingGemma 2: an open, lightweight multimodal embedding model
deepmind.google·6d ago
AI Engineering
Hacker News·Jul 29·5 min read
Launch HN: Tokenless (YC S26) – Automatic model switching to save money
TL;DR
Tokenless is a new service that optimizes model usage by automatically switching between multiple AI models, ensuring users only pay for the most effective one. It delivers comparable quality to Opus 4.8 at a significantly reduced cost.
✦ Why It Matters
Start using Tokenless today to reduce your AI model costs without sacrificing quality.
Key Takeaways
- Integrate Tokenless to optimize AI model costs immediately.
- Utilize the automatic model switching feature for better performance.
- Benchmark your current models against Tokenless for potential savings.
- Consider using MAX for tasks requiring the highest quality output.
How It Works
Tokenless distributes requests to multiple AI models simultaneously and monitors their performance. Once one model demonstrates superior results, Tokenless selects it for the task and cancels the others, ensuring users only pay for the most effective model.