Initializing Neural Environment...

Loading Unsloth Triton Kernels & MoE Router Maps

AI-TRAINER

UNSLOTH GRPO MOE

Proxify-ADB Fleet Orchestrator & MoE Pruner

VRAM: 6.2 / 16.0 GB
RAM: 34.5 / 64.0 GB
ADB Fleet: 14 / 14 Online

AUTONOMOUS FINE-TUNING PIPELINE VISUALIZER

Interactive execution path with dynamic layer pruning & execution rewards

STATUS: IDLE Progress: 0%

UNSLOTH GRPO HARD EXECUTION REWARD CONVERGENCE

Step 0 / 300

DOMAIN MoE EXPERT RETENTION VS PRUNED TRIVIA EXPERTS

Retained: 64 / 256

10.30.20.0/24 PROXMOX FLEET TOPOLOGY

Control Gateway 10.30.20.1
vmbr1 (Isolated Bridge)
DHCP Pool .100 - .254
dnsmasq 12h Leases

PIPELINE SCRIPT INSPECTOR

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TUNING KNOBS & REWARD WEIGHTS