Building a Gem: persona, task, stop phrase, knowledge
how-toA good instruction set was "a long 20 to 50 liner" that took 20 minutes - and saves time every day after.
Interview coach: "you're an award-winning veteran job interview coach with more than 20 years of experience specializing in marketing careers", mid-level managers, simulate interviews, summarise after the stop phrase "the end"; knowledge = his CV, so feedback cites his real projects. New gem typed live: "you are a campaign manager in marketing field in social media domain - daily I will give you a creative idea, you give me three tweets, one LinkedIn post and maybe one image for Instagram". Calling this "fine-tuning" is loose - it is prompt-level, not training.
Reusable expertise without retyping context.

