Filter combos, explained back to you
Lesson 2 of 6 · Build the list, then scrub it
1 · Learn the move · Recipe pattern
Filter combinations get passed around like recipes - absentee, vacant, delinquent two years, five to forty acres, held ten years - and pulled without anyone saying what each filter keeps, what it quietly throws away, or why that order. The recipe pattern makes the model explain the combination back to you as ordered steps against the column headers of your own export, broadest and cheapest cut first. For each step it says what the filter keeps, what it drops that you might want, and whether it overlaps another filter. Two limits keep it clean. The output is criteria, never a list: it never names an owner or guesses how many rows will come back, so there is nothing to invent. And every filter targets what an owner does with the property or its status - absentee, tenure, portfolio size, tax status - never anything about who the owner is. If a thesis drifts there, the recipe stops and routes it to counsel.
Here is a filter combination and the column headers from my export. Explain it back as ordered steps, broadest cut first. For each step: the column it uses, what it keeps, what it drops that I might want, and any overlap with another step. Never estimate how many rows it returns and never name an owner. [filter combo] [column headers]
2 · Your turn. You write the prompt
A VA you hired brought a filter combination from a previous job and wants to run it on the Harrowmere County export: absentee, vacant, delinquent two or more years, 5 to 40 acres, owned 10 years or more. You have the export's column headers. Write the prompt that makes the model explain the combination before anyone pulls with it.
Write the prompt for this scenario as given, or swap in a real one from your own work. The score works the same either way.
Remember: the AI sees only your prompt, not this page. If the situation isn't in your prompt, it doesn't exist.
Optional. These shape the output when you run your prompt below, not your score.