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RL GRPO Finetuning on CPU

Interactive Training Dashboard & CAGS-Operator Verification for JamOne Nano.

Modular AI system where independently-trained ternary specialists load on demand from disk, routed by geometric classification, sharing a unified lattice knowledge base, capable of autonomously growing new specialists — all running on a CPU laptop.

Teaching a machine to learn code the way humans do — curriculum-based AI training on a laptop, no GPU, no cloud, no massive datasets. Proving that thoughtful data design beats brute-force scale.