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Commit da6cf22
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"custom_scratch_scope": "Arbitrary build(config) network, full-weight warm-start children, isolated byte-token inference and the same fixed/fresh/public gates. Not an automatic universal GGUF converter; inference/training may fail their resource/time limits.",
"automatic account creation or bypassing browser authentication/quotas",
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"outcome_learning_scope": "Causal earlier-input preferences from fully resolved audited paper trades enable LoRA DPO, including losses; observational hindsight labels and CPU shadow reward optimization are not unbiased policy RL or proof of profit",
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"helper_limit_scope": "30% request active-time target in R&D, not a hard per-process GPU utilization/power cap; game guard pauses only the isolated helper",
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"helper_limit_scope": "Configured request active-time target in R&D, not a hard per-process GPU utilization/power cap; game guard pauses only the isolated helper",
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"runtime_scope": "Requested configuration; actual execution requires native logs and on-device measurements",
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