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Research and Papers
Training Frameworks and Tooling
GPU Kernels and Hardware
Formal Verification and Proofs
Agent Systems and Orchestration
Sovereign Models and GGUFs

Training Frameworks and Tooling

QLoRA training, corpus curation, deterministic pipelines, and WORM-sealed fine-tuning infrastructure.