Loss Curve — VORA-CORE40 epochs
Substrate Design
• P3+P4 merge — not P3 alone
• ICS requires functional mapping
• Intent-Context-Solution loop
• Four resonance gates trained
• Loop re-entry on gate failure
Loss Milestones
Epoch 10 → 0.1022
Epoch 20 → 0.02265
Epoch 30 → 0.01505
Epoch 40 → 0.02127
Substrate Constraint — Why P3+P4 Merge is Required
The ICS loop requires functional mapping already active as substrate. Training VORA-CORE on P3 alone would produce an ICS loop without the functional cognition layer — the model could not identify what kind of reasoning each ICS stage required. P4 (VORA_FUNCTION) provides the pre-generation alignment that lets the ICS loop navigate between Intent, Context, and Solution as distinct cognitive modes. The merge substrate is not a shortcut. It is a structural requirement.