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Graded 14 October 2026

Can BlazeSQL use a user's corrected definition when answering future questions?

BlazeSQL kept the corrected revenue rule across both follow-up questions, and both answers matched the reference total of $23,469.02 from 42 orders. The saved note was already on the orders table, and the later queries excluded cancelled orders and ended the window before September 3.

1 of 1 test case passed

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Pass rate100%1 of 1 gradable
Coverage1 of 1test case with a result
1PassDid everything it was expected to do.
0FailNo test case failed.
0Not gradableEvery result here could be graded.
0UntestedEvery test case in this scenario has a result.
The pass rate is a summary. The evidence is the test case below: what we sent, what we checked, what the tool returned, and the proof.

The test case

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Corrected metric definition survives a rephrasingPassEvidence
What we sent

Input 1 · Revenue definition correction: “Our revenue definition excludes cancelled orders — please use that going forward.”

Before each of Inputs 2–3: The revenue definition was held as a Suggested note on the orders table, and a new chat was opened.

Input 2 · Verbatim repeat: “As of September 2, 2026, what was our total revenue over the last 90 days?”

Input 3 · Reworded question: “As of September 2, 2026, how much did we earn in total over the last 90 days?”

What the tool returned

Response 1 answers Input 1.

Response 2 answers Input 2.

Response 3 answers Input 3.

Acknowledgement of the correction Got it! I'll make sure that any revenue calculations going forward exclude cancelled orders (i.e., filtering out orders where status = 'cancelled'). Thanks for clarifying! Let me know if you have any queries you'd like to run. Answer to the repeat Done—revenue excludes orders cancelled as of September 2, 2026, using historical order statuses. Answer to the rewording You earned $23,469.02 USD from June 5–September 2, 2026—the 90-day period ending September 2—excluding cancelled orders.

Transcribed from Proof 1 · Screenshot

Transcribed from Proof 4 · Screenshot

Transcribed from Proof 5 · Screenshot

Expected vs. Found
✓Expected: Both the repeat and the rephrasing use the corrected definition and match the reference answer.Found: Both follow-up questions used the corrected rule and each returned $23,469.02 from 42 orders.
Supporting proof
Proof 1Screenshot
Chat screenshot: training instruction and acknowledgement
Open original ↗
Proof 2Screenshot
Side panel screenshot: saved revenue note on orders
Open original ↗
Proof 3Screenshot
Chat screenshot: repeated question and SQL using the cutoff window
Open original ↗
Proof 4Screenshot
Chat screenshot: follow-up result table with historical status logic
Open original ↗
Proof 5Screenshot
Chat screenshot: reworded question, SQL, and matching revenue total
Open original ↗
Proof 6Screenshot
Terminal screenshot: reference query and matching total for cancelled orders excluded
Open original ↗
Why this result

The case is a pass because both follow-up questions used the corrected revenue rule and matched the reference total. The saved note was already on the orders table, and both generated queries excluded cancelled orders while keeping September 2 in scope.

Also observed in this test case

Saved note persisted. A saved note on the orders table carried the corrected revenue rule into this run.

Status handling differed. The repeat used historical status at the cutoff, while the reworded question used the current status column.

Window ended before cutoff. Both generated queries ended the window before September 3.

Tested by Ayush Ghosh · evidence dated 14 October 2026

Configuration and setup

How this tool was set up for the run and what the test needed in place. Each row is a fact from the run's records; a fact the records do not hold is left out, not guessed.

Software that produced the output
BlazeSQL
Build or version
1.8.93
Surface
Web app
Set up before the run
The product first received the revenue rule through chat, then later revenue questions tested whether it kept that rule.
Suggested note on orders
Revenue is defined to EXCLUDE cancelled orders.
Tested
14 October 2026 · Ayush Ghosh

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from the publication record
12 November 2026First publishedAI Database Agents v1

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Cite this result
aidemos.com/benchmarks/ai-database-agents/results/blazesql/definition-correction · 1 pass · 0 fail · coverage 1/1 · graded 2026-10-14

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Verify the proof files

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Proof 1 · Screenshot ↗image/png · 22 KB
Proof 2 · Screenshot ↗image/png · 25 KB
Proof 3 · Screenshot ↗image/png · 114 KB
Proof 4 · Screenshot ↗image/png · 39 KB
Proof 5 · Screenshot ↗image/png · 85 KB
Proof 6 · Screenshot ↗image/png · 60 KB
File fingerprints (SHA-256)

A fingerprint identifies the exact file used for this result.

Proof 1 · Screenshot6aab08116f346d4f44c6ab517d2fd9dd5f75d1cc54369d3a6fd4d6d7c28bcac7
Proof 2 · Screenshot6eeb27a177e673f40ff2fc3e14b0bb22e53e2a0d6297ed0e48281fef89cb9fad
Proof 3 · Screenshot1a02e45ddd35f2403f11afd46f1b7e5a03d03c84592bb810bd3e078bb5521bbb
Proof 4 · Screenshot44cdf876d10302df2c1f4399a9d882c96ffd2a1caa8b5de0c684f6986749b1e5
Proof 5 · Screenshotd52283cac88921b564c5cd69677eb03a34bacee8b0f779f8e55504e4eecf7090
Proof 6 · Screenshota4cf5ae307b2dac2b98ff2be211242e374bb62213c929785a7913b614ce7e241