Prototype · GPU validation in progress
AI INFERENCE EFFICIENCY ARCHITECTURE
Move more intelligence through less memory.
Möbius is a modular inference optimization project exploring low-bit KV storage, entropy-guided prefetch, precision routing, and hardware-aware dequantization for long-context AI systems.
VOICE INTERFACEReady
M
01Virtual KV Manager
02Entropy-Gated Prefetch
03Precision Folding
04xQUANT Dequantization
WHY MÖBIUS
Inference is becoming a memory orchestration problem.
Longer contexts, higher concurrency, and larger models increase pressure on KV memory, transfer paths, and serving economics.
TECHNOLOGY
Explore the four-module system
Open the dedicated architecture page.
VALIDATIONReview measured evidence
See measured, historical, target, and pending values.
WHITEPAPERRead the technical logic
Review decision rules and acceptance boundaries.
INQUIRYStart a technical conversation
Request information or strategic discussion.