The model is only one part. This is the system around it.
channelsEmail, chat apps, SMS and voice routes, activated and checked before use.
memoryHindsight long-term memory, plus a core profile that learns how you work.
sourcesQMD keeps documents, notes and exports searchable inside your private environment.
researchParallel.ai for current web research when the answer needs sources.
controlApprovals, backups, status, fair-use limits and support boundaries.