invergent-ai/surogate

Insanely fast LLM pre-training and fine-tuning for modern NVIDIA GPUs. Enterprise-grade LLMOps.

37
/ 100
Emerging

This is a high-performance platform for developers building and deploying advanced AI agents. It takes your raw data and large language models (LLMs), then quickly trains and fine-tunes them to create highly optimized, production-ready AI agents. AI engineers and MLOps teams who need to rapidly iterate on LLM-powered applications will find this beneficial.

114 stars.

Use this if you are an AI engineer or MLOps specialist who needs to rapidly pre-train or fine-tune large language models on NVIDIA GPUs and deploy them as reliable AI agents with enterprise-grade operational controls.

Not ideal if you are looking for a simple, off-the-shelf solution for basic LLM use cases that doesn't require deep customization or extreme performance.

AI-agent-development LLM-fine-tuning MLOps GPU-acceleration production-AI
No Package No Dependents
Maintenance 10 / 25
Adoption 9 / 25
Maturity 13 / 25
Community 5 / 25

How are scores calculated?

Stars

114

Forks

3

Language

C++

License

Apache-2.0

Last pushed

Mar 06, 2026

Commits (30d)

0

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