Context card

Ryan's 4-layer briefing framework — Role, Voice, Do Not Say, Local Knowledge — pinned at the top of any AI conversation. The reusable persona that stops the model from sounding like a generic real-estate bot.

What it does (the operator translation)

Most AI output sounds robotic because most prompts brief the model the way you'd brief a stranger — once, badly, in two sentences. A Context Card is the opposite. It's a 4-layer document you write once and paste at the top of every conversation.

Layer 1 — Role. Hendersonville buyer's agent at Compass. Mid-career, sphere-driven, 12 deals a year. Old Hickory Lake submarket.

Layer 2 — Voice. Warm, direct, no jargon. Short sentences. Contractions. Talks to a buyer the way she'd talk to a neighbor at the kitchen counter.

Layer 3 — Do Not Say. "Lovely." "Stunning." "Nestled." "Just checking in." "Reach out." Any exclamation marks. The retired words list.

Layer 4 — Local Knowledge. Old Hickory Lake means waterfront under $750K. Cool Springs means Williamson County premium. The Compass One platform. Realtracs MLS. School zones in 37075.

Pin the card. Run any prompt through it. The output stops sounding like a vendor demo and starts sounding like you.

Why a working REALTOR cares (the breakpoint)

For any agent past the "I tried ChatGPT and it sounded weird" phase, the Context Card is the move that compounds. Yan/Husain Part I — actual builders — call this in-context learning, and they're explicit: it's the lift that survives model upgrades. Simon Willison's weblog makes the same point on the verification side. Write the card once. Reuse forever.

What this is NOT (the category-flip)

A Context Card is NOT a one-time prompt. It's a persistent persona. And it's NOT the same as CRAFT — CRAFT is the structure of a single prompt — the Context Card is the persona that sits above every prompt. Different layers.

Where this comes up in The Listing Machine

The Context Card is the core taught artifact of The Listing Machine — students build their own across the four-week cohort. It's the first asset taught and the one students keep using forever.