SF Tensor
YC F25San Francisco, US · Founded 2025 · 6 employees · Hiring · 1 known investors
SF Tensor builds software and infrastructure for high-performance AI and HPC workloads, offering automatic kernel optimization and cross-cloud compute management to reduce costs and complexity for research teams. The company provides Tensor Cloud (managed GPU orchestration), a Kernel Optimizer, and the Emma programming language to abstract hardware differences while maintaining performance.
Also known as Emma Lang
Founders & leadership· Y Combinator alumni (F25)
SF Tensor was founded in 2025 by Ben Koska, Luk Koska, and Tom Koska.
Investors · 1
The YC application· Fall 2025 batch
Alumni Q&A
- What is the core problem you are solving? Why is this a big problem? What made you decide to work on it?
- The founders observed that AI labs and startups spend significant time on cloud infrastructure setup, debugging distributed training, and GPU procurement instead of research. While training their own models, they estimate they spent 60% of their time on infrastructure and 40% on research, and found other teams faced the same issue. They started the company to reduce this overhead.
- What is your long-term vision? If you truly succeed, what will be different about the world?
- The founders aim to make hardware from vendors such as AMD GPUs, TPUs, and Trainium equally usable in order to increase compute supply and reduce reliance on NVIDIA. Their goal is to let researchers train advanced models working only from their PyTorch code, without dedicated infrastructure teams or GPU rental negotiations.
Summarized from the founders' answers on their Y Combinator profile.
Competitors · 3
by search overlapCompanies competing with SF Tensor for the same Google search keywords, organic and paid, via search-intersection analysis.
In the news
Frequently asked questions
- What does SF Tensor do?
- SF Tensor builds software and infrastructure for high-performance AI and HPC workloads, offering automatic kernel optimization and cross-cloud compute management to reduce costs and complexity for research teams. The company provides Tensor Cloud (managed GPU orchestration), a Kernel Optimizer, and the Emma programming language to abstract hardware differences while maintaining performance.
- Who founded SF Tensor?
- SF Tensor was founded by Ben Koska, Luk Koska, Tom Koska in 2025.
- Who are SF Tensor's investors?
- SF Tensor's investors include Y Combinator.
- Where is SF Tensor headquartered?
- SF Tensor is headquartered in San Francisco, US.




