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SYSTEM ARCHITECTURE

The three structural pillars of YantraOS. Each pillar is independently verifiable, horizontally composable, and failure-isolated.

Zero-Latency Intelligence

The Hybrid Inference Engine classifies hardware capability at boot and constructs a tiered routing chain. Local models are always preferred for speed and privacy. Cloud inference activates only when local VRAM is insufficient or when tasks demand frontier-class reasoning.

SPECIFICATIONS
Local RuntimeOllama (GGUF/GGML)
Cloud PrimaryGemini 3.1 Pro
Cloud FallbackClaude Opus 4.6
Routing LogicLiteLLM async chain
VRAM Threshold≥16GB Local / ≥8GB Quantized

SOURCE MODULES

core/router.py — LiteLLM provider chain with async fallback
core/hardware.py — pynvml → ROCm → lspci GPU detection
core/prompt.py — Level 3 Karma Yogi system prompt
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