Custom Foundation Models
For nations, massive enterprises, and research institutions looking for complete independence from Big Tech. We architect and execute the pre-training of custom Foundation Models from scratch using your massive proprietary datasets, creating an asset that your organization owns 100%.
Core Features
Total IP Ownership
You own the model weights, the architecture, and the training data. A permanent, compounding asset for your enterprise balance sheet.
Sovereign Language & Culture
Pre-training models on underrepresented languages, regional dialects, and cultural nuances that Western models like GPT-4 ignore.
Novel Modalities
Training models not just on text, but on proprietary modalities like DNA sequences, financial tick data, or seismographic telemetry.
Uncensored Alignment
Complete control over the model's alignment, safety filters, and behavior, free from external corporate censorship policies.
Our Process
Feasibility & HPC Sizing
Month 1Massive scale pre-training requires immense compute. We calculate the exact parameter size, token count, and GPU cluster hours required to reach convergence.
Massive Data Preparation
Month 2-3Building distributed pipelines using Spark/Ray to ingest, deduplicate, filter, and tokenize Terabytes to Petabytes of raw pre-training data.
Distributed Pre-Training
Month 4-6Orchestrating the training run across hundreds or thousands of GPUs using Megatron-LM or DeepSpeed. Managing node failures and checkpointing.
Post-Training (SFT & RLHF)
Month 7The base model is just a text predictor. We align it into a useful assistant via Supervised Fine-Tuning and Reinforcement Learning.
Benchmarking & Release
Month 8Evaluating the model across standard academic benchmarks (MMLU, HumanEval) and custom domain-specific tests before production deployment.
Technologies We Use
FAQ
How much does it cost to train a foundation model from scratch?
Why wouldn't we just fine-tune an existing model?
What happens if a GPU fails during the months-long training?
Join The Inner Circle
Get exclusive insights on AI automation, software systems, and digital growth strategies from NeoGen Technologies.