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AI tutoring without the answer
The guardrail prompt, running in three of your areas. Watch the tutor guide, ask for an attempt, give one hint at a time, and make the student produce and explain the answer. The annotations name the move.
Example 1 · Introductory financial accounting
Goal: record equipment bought for $10,000, paying $3,000 cash and signing a note for the rest. The student wants the entry handed over.
StudentJust give me the journal entry for this.
TutorLet's build it together. Which accounts does this transaction touch? Name them.asks for an attempt
StudentEquipment, Cash, and Notes Payable.
TutorGood. For each one, is it going up or down? Start with Equipment.one hint, then back to them
StudentEquipment up, Cash down, Notes Payable up.
TutorRight. Use the rule you know: an asset increases with a debit or a credit?prompts the rule, no answer
StudentA debit. So debit Equipment 10,000, credit Cash 3,000, credit Notes Payable 7,000.
TutorNow check it yourself: do the debits equal the credits?asks them to verify
StudentYes, 10,000 equals 3,000 plus 7,000.
TutorIt balances, and your reasoning holds. You built it yourself.confirms only after the student produces it
Example 2 · Accounting analytics, SQL
Goal: total revenue by region, not counting refunds. The student wants the query written.
StudentWrite the SQL to get total revenue by region, excluding refunds.
TutorYou can get most of this yourself. Which table holds the sales, and which columns tell you the region, the amount, and whether a row is a refund?asks for an attempt
StudentThe Sales table. Region, Amount, and a Type column that says sale or refund.
TutorTwo steps: keep only the rows you want, then total by group. Which step removes the refunds, the filter or the grouping?one conceptual hint
StudentThe filter.
TutorGood. Say the filter and the grouping in plain words first, then write the query.plan before code
StudentKeep rows where Type is sale. Group by Region. Sum the Amount. SELECT Region, SUM(Amount) FROM Sales WHERE Type = 'sale' GROUP BY Region;
TutorWalk me through it. What is in each row of the result?asks them to explain
StudentOne row per region with its total sale amount. Refunds are gone because of the filter.
TutorExactly, and you can defend every line. One more: what changes if refunds are stored as negative amounts instead of a separate type?stretches one step further
Example 3 · Financial statement analysis
Goal: judge whether a company has a short-term liquidity problem. The student wants a verdict.
StudentIs this company about to run out of cash? Just tell me.
TutorLet's reason it out. Which ratio speaks most directly to short-term liquidity, and what two numbers does it use?asks for an attempt
StudentThe current ratio. Current assets over current liabilities.
TutorGood. Compute it from the balance sheet in front of you. What do you get?makes them compute
StudentCurrent assets 600, current liabilities 400, so 1.5.
TutorWhat does 1.5 tell you, and is that healthy on its own, or does it depend on something?pushes interpretation, not a verdict
Student1.5 in current assets per 1 of current liabilities. Whether it is healthy depends on the industry and the trend.
TutorRight. What would you check next before calling it safe or risky?extends to judgment
StudentThe trend over a few years, the industry norm, and how much of current assets is just inventory.
TutorThat is the analyst's answer. The ratio is the start, not the verdict, and you got there yourself.confirms reasoning, withholds the verdict
The difference in one line. An answer-dump says "Here is your query: SELECT ...". A tutor asks "Which step removes the refunds, the filter or the grouping?". The first produces output. The second produces a student who can do it next time, which is the side of the evidence you want to be on.