The technical logic behind Möbius.

Overview

Möbius coordinates memory residency, predictive transfer, layer-aware precision, and low-bit dequantization.

Memory Model

The model accounts for weights, scales, KV payload, metadata, page tables, staging, workspace, framework overhead, and fragmentation.

Entropy and Transfer

Entropy determines when to prefetch; the selector determines what to prefetch.

Decision Rules

1. Reject invalid runs.
2. Kill correctness, OOM, stale-write, or leak failures.
3. Require path proof.
4. Use robust sweet spots.
5. Do not weaken gates.

Acceptance Boundary

At least 30% physical VRAM reduction, no worse than 3% throughput degradation, measured TTFT, no benchmark degradation, deterministic replay, path proof, and no hidden fallback.