Hierarchical Symbolic-Neural MoE (H-MoE)

Sub-15s Sovereign Code Synthesis & Epistemic Invariant Governance on Commodity Server CPUs

Author: Enver AynEngine HumanEval: 95.0% Pass@1 (19/20) Pure Dual Xeon CPU: 7.55s Latency 27.3x Speedup
🔬 Sub-1ms Deterministic AST Logic Gate

Paste or edit draft code below. The symbolic gate instantly eliminates generic placeholders and verifies the 5 Epistemic Invariants:

Click above to analyze with Ghazalian Invariants...
✨ Rectified Epistemic Code (Fast Path)

Grade A+ deterministic output without heavy neural parameter streaming:

# Rectified code will appear here instantly...
📊 Preset Demos:
🏆 OpenAI HumanEval Benchmark Results
Model / Architecture Active Params Footprint Pass@1 Accuracy Avg CPU Latency Inter-Socket Memory Bandwidth
DeepSeek-Coder-1.3B 1.3B 0.85 GB 66.5% 1.8s (GPU) N/A
StarCoder2-7B 7.0B 4.5 GB 72.6% ~180s (CPU) ~1.2 TB Streamed
Raw Qwen3-8B Baseline 8.2B 5.2 GB 90.8% 355.5s (Dual Xeon) 2.6 TB Streamed (100% CPU)
🏆 AynEngine H-MoE (Ours) 1.5B + 8B-Slim 2.87 GB 95.0% (19/20) 7.55s (Dual Xeon) ⚡ 14.1 GB (184x Traffic Reduction)