We Built Private Post-Training and Inference for Frontier Models
First multi-GPU TEE stack for training trillion-parameter models with under 10% overhead.

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First multi-GPU TEE stack for training trillion-parameter models with under 10% overhead.
Idle game mechanics actually teach overfitting and compute tradeoffs correctly.
Heterogeneous GPU pooling for training when Vast.ai only handles rentals.
Sourced model with 52 tests showing federated compute beats waiting for grid power.
Post-trained CTF model that verifies exploits instead of just reporting theoretical vulnerabilities.
Yoga framing for prompt templates, but the techniques themselves aren't new.