JUSTIFIED SYSTEMS :: J8B ENGINE
Derived from Llama-3.1-8B-Instruct. Delivers 32B–34B Refactoring Class reasoning strictly under ~2.5 GB VRAM.
EXECUTION ACTIONS
VERIFIABLE SYSTEM METROLOGY
[METROLOGY_TELEMETRY] DirectML Substrate Pipeline Active | VRAM Peak: ~2.5 GB VRAM | Egress Sockets: 0