DATUM · M-EXIT-LOCAL-MEM · Macro MigrationMVP
Memory required for local capability threshold
GB RAM/VRAM
CADENCE Per release
LINE FRAME
0 PUBLIC OBSERVATIONS · MISSING DATA IS NOT A ZEROAWAITING FIRST READINGNO ADMISSIBLE ROOM READING
UNITGB RAM/VRAM
CADENCEPer release
SOURCEINTERNAL-BENCH
EPISTEMICOBSERVED
STRENGTHENS IFRequired commodity hardware declines.
WEAKENS IFCapability still requires centralized or specialist infrastructure.
MVP TIERMVP
BOUND CLAIMS · 1
MAC-EXIT-001How much productive autonomy is available today?READY_UNSCORED
N · NUMERIC LENS — DEFINITION, DIRECTION, HISTORY
✓ CLAIMS 7e655a43… · AS OF 2026-08-02