SG Systems / Research

Research

Technical notes and model releases. What we train, measure, and put into production for Southeast Asian operations.

1 entry

10 Sept 2026Note
The Edge AI Physics of FORGE and HELIX: Forcing a 7B Hybrid onto an iPhone
We compressed a 7.59B hybrid model to 2.06 bpw, wrote a Metal prefill kernel for it, and ran the stack on an iPhone. It works. The memory wall we spent weeks designing around turned out not to be the one that stopped us.