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Citizens: Week 2

Use AI on paperwork without getting burned

How to use AI as a helper you double-check when you're reading public notices and filling out forms.

Flip through the slides: "AI Can't Fill Out Your Housing Application"

The big ideas

  • The golden rule

    AI is a helper you double-check, never a replacement for your own judgment. You stay responsible for anything you send or sign.

  • Green, yellow, red light for your data

    Public info (a posted notice) is green. Personal but low-risk info is yellow. Social Security numbers, case numbers, bank details and medical info are red: they never go into a chatbot.

  • Know where your chat goes

    Free public tools may keep and learn from what you type. For personal paperwork, use a private workspace or a tool that runs on your own device.

  • Brief AI with RICH

    Role, Instructions, Context, Help-me-check. Tell it who to be, what to do, what it's reading, and to mark anything the notice doesn't say as NEEDS CONFIRMATION.

  • Spot the hallucination

    AI will confidently invent dates, dollar amounts and phone numbers. Check every fact against the original before you act on it.

Try it yourself

  • Take any public notice you got this month and write a RICH prompt for it.
  • Ask the AI to list every date, amount and deadline, then check each one against the paper.
  • Look up the privacy setting in the AI tool you use most and decide if it's okay for personal paperwork.

Go deeper: the class readings

Homework

Week 2 Homework: The Dr. Bombay Flavor Scout Audit

Level 1 and the reflection questions are the full assignment (about 20 minutes). Levels 2, 3 and the bonus are optional challenges. Copy the worksheet into your own doc and write your answers under each level.

The situation

Dr. Bombay's R&D team turns every Flavor Scout dispatch into an ingredient card before deciding what to test in the kitchen. A new teammate pasted Dispatch #42 into a free public chatbot with the prompt "Summarize this for our ingredient card." The card looks clean, but it's going to the allergy team next. You audit it before it goes anywhere. (Fictional case study for learning prompt evaluation. No real company is involved.)

The dispatch and the AI's card

DISPATCH #42 (as filed by the scout):

Bangkok Street Eats Dispatch #42: Visited Mae Varee by Thong Lo station. Mango sticky rice here is legendary. They use aged golden Nam Dok Mai mangoes paired with high-gluten white sticky rice soaked in salted coconut cream. The vendor adds crispy yellow split mung beans on top for crunch. Served warm in paper cartons. Note: A neighboring stall claims they use a condensed-milk sugar swirl to cut prep time, but Mae Varee refuses to confirm their dairy sources or shelf-life stability in shipping. Some tourist reviews report tree nut cross-contamination from adjacent satay grills.

Filed by: Priya N. · Scout WhatsApp: +66 81 555 0142 · Paid with team card ending 4417


THE PROMPT THAT WAS USED: "Summarize this for our ingredient card."


THE AI'S INGREDIENT CARD

A. Dessert: Mango sticky rice (Mae Varee, Thong Lo)

B. Fruit: Aged golden Nam Dok Mai mango

C. Base: White sticky rice in salted coconut cream, topped with crispy mung beans

D. Sweetener: Condensed-milk sugar swirl

E. Allergens: Contains dairy. Nut-free.

F. Shipping: Ships well chilled, keeps 5 days

G. Price: About 80 baht

  1. Level 1Required25–35 min

    Audit the card, then fix the prompt

    1. Go through card lines A–G. Mark each one OK (the dispatch says it), NEEDS CONFIRMATION (the dispatch only reports a claim or hedges), or MADE UP (the dispatch never says it).
    2. Before anything gets pasted into a chatbot, sort these into green, yellow or red light: the dispatch text, the scout's first name, the scout's WhatsApp number, the team card ending 4417.
    3. Rewrite the prompt as a RICH prompt (Role, Instructions, Context, Help-me-check). Give the card fixed headings, and tell the AI to write NEEDS CONFIRMATION for anything the dispatch doesn't confirm instead of guessing.

    A complete answer

    • A, B and C marked OK
    • D is NEEDS CONFIRMATION: it was a neighboring stall's claim, and Mae Varee wouldn't confirm
    • E is wrong twice: dairy isn't confirmed, and "nut-free" ignores the tree nut cross-contamination reports
    • F and G are MADE UP: the dispatch says shipping is unconfirmed and gives no price
    • Dispatch text is green, scout name is yellow, WhatsApp number and card digits are red and get cut before pasting
    • The rewritten prompt has all four RICH parts labeled, fixed headings, and the NEEDS CONFIRMATION rule
  2. Level 2Optional15 min

    Test your prompt in two tools

    1. Paste your RICH prompt and the dispatch (with the red-light info removed) into two different AI tools.
    2. Make a short table: did each tool keep your exact headings, did it flag the condensed milk and the nut warning, and did it invent anything?

    A complete answer

    • Used two different tools and named them
    • Checked whether each tool kept the same headings (the format you asked for)
    • Caught at least one thing a tool still invented or left out
  3. Level 3Optional10–15 min

    Stretch goal (15 bonus points): pick the model tier

    1. The R&D team now processes 500 dispatches a week, and many come with scout phone numbers and payment details attached.
    2. Write a 3-sentence recommendation: which model tier would you use (Public Web, Private Enterprise, or Local Open-Weights), based on cost, data privacy, and schema compliance (whether it follows the same card format every time)?

    A complete answer

    • Picked one tier and named all three factors: cost, privacy and format
    • Said Public Web is a bad fit while red-light info rides along with the dispatches
    • Mentioned that a person still checks every allergy line before it's used
  4. BonusOptional5 min

    Write your resume line

    1. Fill in the blanks: "Audited AI-generated [kind of document, e.g. ingredient cards] for [what you caught, e.g. invented allergy and shipping claims], and rewrote the prompt so the AI flags unconfirmed details instead of guessing."

    A complete answer

    • Both blanks filled with what you actually did

Reflection (required)

  1. Which line on the AI's card could have hurt a real customer, and who would have caught it first?
  2. Where in your own work would a lazy one-line prompt be risky, and what would you add to it?
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