I’ve been thinking a lot about where AI automation is heading.
For me, the goal is not just to “use AI tools.” The real goal is to build an operating system around my work and businesses.
My current direction:
Claude Code = main builder; Codex = coding support / second opinion; MCP = connecting tools and workflows; Skills = reusable business processes; Subagents = specialist operators for finance, marketing, admin, sales, and reporting.
I’m currently building this around a few real businesses and projects:
Mora Capital — funding readiness, deal packaging, credit memos; Hafro — content, WhatsApp sales, customer support, operations; AptTick — learner-to-income workflows; 24 Comms — creator campaign OS; Personal OS — tasks, learning, execution, accountability.
My biggest realisation so far:
AI automation is not about replacing effort. It's about removing repetitive friction so you can focus on judgment, strategy, and execution.
Curious to learn from others here:
For those building AIOS-style systems, are you starting with personal workflows first or client/business workflows first?