Fly XOX

Source authoring only on this computer. Do not install dependencies, download datasets/checkpoints, run training, or create local build/cache output.
Run installation, data preparation, tests, training, and export on the authorized Vast.ai instance.
Pilot spending ceiling: USD 5, including compute, storage, and transfer. Check costs and stop compute when done. Preserve remote artifacts until storage/export is resolved.
Preserve the retained MaleCNS neuron graph. Disclose retention filters, engineered input/output mappings, rate dynamics, and trained internal parameters. Do not call this a living brain or biological learning.
Browser moves must come from the exported graph executing in WebGPU. No minimax, lookup table, or server policy fallback at inference.
Record training, validation, and symmetry-grouped held-out test results separately. Report failures and compare against the untrained model.
Keep credentials out of code, artifacts, version control, and logs.