Training large models is a messy and expensive process. I offer a clean, focused alternative.
This is a concierge model training service. I run your workloads myself on private, high-performance infrastructure that I control. If needed, I can supplement that hardware with cloud resources or additional leased machines to match your project requirements.
Whether you're fine-tuning a language model, experimenting with diffusion, or running a new reward model from scratch, I help you get results fast without the typical overhead.
What I Offer
This is a full-service training solution. You do not need to bring code, data, or a model architecture. Just describe what you want the model to do, and I will take it from there.
I can design the system, implement the training pipeline, clean or generate data, run the training process, and deliver clean, reproducible artifacts ready for deployment.
Ideal clients include:
Startups and founders who want to integrate AI into a product
Researchers exploring novel model behaviors or domains
Independent developers who have a goal in mind but need help getting there
My Infrastructure
Primary compute runs on my personal training cluster:
2x NVIDIA RTX 5080 GPUs
AMD Ryzen 9950X CPU
192 GB DDR5 RAM
2 TB NVMe SSDs and 8 TB of cold storage
2.5 Gbps ethernet for fast artifact transfer
I also have the ability to orchestrate additional GPU nodes in the cloud or through specialized rental providers. If your job needs more hardware, I will handle acquisition, setup, and orchestration myself. You will not need to worry about the infrastructure.
Supported Workloads
I support:
Language model fine-tuning and embedding models
Diffusion models for text-to-image, audio, or video
Reward modeling, policy tuning, and RLHF
Custom architectures built in PyTorch or JAX
If your model can fit within a multi-GPU setup, I can train it, optimize it, and package it for use.
My Approach
You will work directly with me. I run the training job, monitor it, adjust as needed, and deliver results. I can use your preferred tooling or suggest the best approach for your use case.
Everything runs in a controlled environment. You get clear documentation, reproducible scripts, and ready-to-integrate output.
If you are not sure where to begin, I will help you define the objective and scope the project. This is a partnership, not a one-size-fits-all platform.
Pricing and Guarantee
I charge $300 per hour of my time. That includes all compute, networking, and power costs for jobs that I can run on my own hardware or in your cloud environment.
I stand behind my work with My Iron-clad guarantee. If you are not satisfied with the results, you do not pay.
Work With Me
I work primarily with clients in the United States.
You get my attention, my compute, and my expertise focused entirely on your problem. No queue. No subcontractors. No wasted cycles.
Book a call today and scope your training needs.