The research frontier
Where the framework pointed next — and what a fitness app had to do with chip design.
SoC-on-Software Architecture
7 hardware principles applied to software frameworks. Foundation for v5.0.
V7.0 HADF (Hardware-Aware Dispatch)
17 chip profiles, 7 cloud signatures, Mahalanobis-distance fingerprinting.
Parallel Write Safety
Deterministic isolation via snapshot/rollback + 3-tier mirror pattern.
Framework → Hardware mapping
1:1 mapping from v5.0–v5.2 components to chip units with open-source building blocks.
Orchid — AI Orchestration Accelerator
26K+ simulation runs, 6 experiments, design space findings.