Mistral 7B is 187x cheaper compared to GPT-4
Higher performance and lower cost than any single LLM
We invented the first LLM router. By dynamically routing between multiple models, Martian can beat GPT-4 on performance, reduce costs by 20%-97%, and simplify the process of using AI
We invented the first LLM router. By dynamically routing between multiple models, Martian can beat GPT-4 on performance, reduce costs by 20%-97%, and simplify the process of using AI
Martian's Model Router: Optimize AI Performance and Reduce Costs
Nicolay Gerold added
Dynamically route every prompt to the best LLM. Highest performance, lowest costs, incredibly easy to use.... See more
There are over 250,000 LLMs today. Some are good at coding. Some are good at holding conversations. Some are up to 300x cheaper than others. You could hire an ML engineering team to test every single one — or you can switch to the best one fo
Testing framework for LLM Part
Nicolay Gerold added
Matei Zaharia, Omar Khattab, Lingjiao Chen, et al. • The Shift From Models to Compound AI Systems
Nicolay Gerold added
4. Introducing Stable LM 3B: Bringing Sustainable, High-Performance Language Models to Smart Devices
Stability AI introduced Stable LM 3B, a high-performing language model designed for smart devices. With 3 billion parameters, it outperforms state-of-the-art 3B models and reduces operating costs and power consumption. The model enables a broader ran... See more
Stability AI introduced Stable LM 3B, a high-performing language model designed for smart devices. With 3 billion parameters, it outperforms state-of-the-art 3B models and reduces operating costs and power consumption. The model enables a broader ran... See more
This AI newsletter is all you need #68
Nicolay Gerold added
promptfoo is a tool for testing and evaluating LLM output quality.... See more
With promptfoo, you can:
Systematically test prompts & models against predefined test cases
Evaluate quality and catch regressions by comparing LLM outputs side-by-side
Speed up evaluations with caching and concurrency
Score outputs automatically by defining test cases
Use as a
Testing framework for LLM Part
Nicolay Gerold added
Replit AI is now free for all users . Over the past year, we’ve witnessed the transformative power of building software collaboratively with the power of AI. We believe AI will be part of every software developer’s toolkit and we’re excited to provide Replit AI for free to our 25+ million developer community.
To accompany AI for all, we’re releasin... See more
To accompany AI for all, we’re releasin... See more
Replit’s new AI Model now available on Hugging Face
Nicolay Gerold added
However development time, and maintenance can offset these savings. Hiring skilled data scientists, machine learning engineers, and DevOps professionals can be expensive and time consuming. Using available resources for “reimplementing” solutions hinder innovation and lead to a lack of focus. Since You not longer work on improving your model or pro... See more
Understanding the Cost of Generative AI Models in Production
Nicolay Gerold added