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This guide breaks down a fast-learning method for new roles by sorting information into three buckets—facts you must memorize, processes you learn by doing, and concepts you link together. It offers concrete tips on organizing working-memory facts, shadowing peers on key workflows, and building mental models to accelerate understanding.
- Sort new-job information into three buckets—facts, processes, and concepts—instead of trying to absorb everything at once.
- Split facts into "must-know" items to memorize and keep visible daily versus reference facts you index and look up only when needed.
- Learn processes by actually doing them rather than transcribing every step, following the existing workflow before trying to improve it.
- Turn concepts into diagrams or mind maps to reveal relationships and dependencies across the whole system.
Over the next 30 weekdays, Arman Hezarkhani will profile one AI pioneer each day, sharing personal and actionable stories behind key founders and researchers. The series aims to reveal how these individuals shaped today’s AI landscape.
- Arman Hezarkhani is launching "Pioneers of AI," a 30-weekday series profiling one AI founder, researcher, or engineer per day
- Confirmed early subjects include Anton Osika, Guillermo Rauch, Wade Foster, and swyx, all people he's met in person
- Each profile must include an actionable takeaway readers can apply immediately, not just highlight the person's fame
- He's committing to a strict daily weekday publishing schedule with no skipped days