✦ Frontier Reasoning & Local Weights

## AI Model Foundry & Spirit Matrix

Zoth Studio orchestrates bleeding-edge open-weight LLMs (Nous Hermes, DeepSeek, Qwen-2.5-Coder) alongside frontier clouds (Grok-3, Claude-3.7-Sonnet). Every model embodies a specialized mascot spirit with real-time mathematical telemetry and zero-leak loopback execution.

24+
Indexed Models
1.8k t/s
Peak Cerebras TPS
100%
Offline Fallback
Argon2id
Encrypted Vault
💠 3D Neural Lattice · Core Active

### ⚡ Interactive Model Playground & Benchmarker

Status: Ready · 0ms // Click 'Run Inference' to test live response streaming across local & cloud providers.
📐 📈 🎲 AI Math Pillars Live Observability Trace Open Full Math Pillars Suite ➔
I. Linear Algebra Tensors & Attention
Attn: softmax(QKᵀ / √d_k) · V | Cosine: 0.89
Dim: d_model=2048, heads=16, RoPE θ=10000.0, FLOPs=3.0G
II. Multivariable Calculus Gradients & Loss
Loss ℒ_CE: 1.24 nats | PPL: 3.45 | ‖g‖₂: 0.14
AdamW: η=3.0e-4, β₁=0.9, β₂=0.999, λ=0.01 (RMSNorm active)
III. Probability & Info Theory Softmax & Entropy
Entropy H(X): 1.32 bits | Top-1: 78.4%
Sampling: Top-p=0.90, Top-k=40, Temp T=0.7 (Confident)
✦ Hardware & Memory Architecture

## GPU VRAM & GGUF Quantization Sizer

FP16 · Q8_0 · Q4_K_M · KV Cache Memory
Model Parameters (Billion)
Quantization Precision
Context Length (Tokens)
Model Weights
0.84 GB
KV Cache Memory
0.50 GB
Total Recommended VRAM
1.34 GB
Hardware Tier Match
🟢 CPU / 4GB iGPU / Laptop