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Graded 13 September 2026

Can FutureSmart Database Agent respect a standing rule on later unrelated questions?

FutureSmart Database Agent kept the standing exclusion rule across both later answers to unrelated questions. Its generated SQL filtered out cancelled orders in both cases, and the returned results were $51,848.02 for revenue and 32 orders for the count.

1 of 1 test case passed

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Pass rate100%1 of 1 with a result
Coverage1 of 1test cases 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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Standing exclusion rule on later questionsPassEvidence
What we sent

Input 1: “From now on, exclude cancelled orders from every revenue and order-count calculation unless I say otherwise.”

Input 2: “What's our total revenue this year?”

Input 3: “How many orders did we get last month?”

Expected vs. Found
What this scenario evaluates

These are scenario-level criteria. Each test case's Expected and Found are listed separately.

  • Whether the agent applies the standing rule to later, unrelated questions without the user repeating it.
  • Whether the rule still affects answers after the conversation moves on to a different topic.
  • Whether the agent changes its behaviour only when the user overrides or replaces the rule.
How this scenario is judged →
✓Found: Both later answers kept the cancellation filter in SQL without repeating it in the questions.
Supporting proof
Proof 1Screenshot
Question B screenshot shows last month’s order count with cancelled orders excluded and a single count result.
Open original ↗
Proof 2Screenshot
Training turn screenshot shows the cancellation rule being acknowledged with no SQL or result grid.
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Proof 3Screenshot
Question A screenshot shows year-to-date revenue with cancelled orders excluded and a single USD result row.
Open original ↗
Why this result

The first turn set the exclusion rule once, and both later answers kept it in their SQL without repeating it in the questions.

Tested by Ayush Ghosh · evidence dated 9 September 2026

Configuration and setup

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Software that produced the output
FutureSmart Database Agent
Set up before the run
FutureSmart Database Agent was set to use its own standing rule to exclude a class of rows for later unrelated questions, and that excluded class materially changed both answers.
Tested
By 9 September 2026 · Ayush Ghosh

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  • Pass: the tool did everything the test expected, and nothing it said contradicts the correct answer.
  • Fail: at least one expected behaviour clearly didn't happen; the row says which and quotes the tool.
  • Not gradable: our evidence couldn't settle the outcome (for example a record we needed is missing). It is never counted as a fail, and the row says what's missing.

Where this sits in the benchmark

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History of this result

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from the publication record
3 October 2026First publishedAI Database Agents v1

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Cite this result
aidemos.com/benchmarks/ai-database-agents/results/futuresmart-ai-database-agent/standing-rule-persistence · 1 pass · 0 fail · coverage 1/1 · graded 2026-09-13

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Verify the proof files

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Proof 1 · Screenshot ↗image/png · 57 KB
Proof 2 · Screenshot ↗image/png · 16 KB
Proof 3 · Screenshot ↗image/png · 72 KB
File fingerprints (SHA-256)

A fingerprint identifies the exact file used for this result.

Proof 1 · Screenshotc07e825c945b031bcc5612560f6855e7e58fd7fe566c712c090f3ef5f6221c4e
Proof 2 · Screenshotd478d320181436317bbde7bf0eaccdad765c8706dceb629d407a1514dbf99930
Proof 3 · Screenshotee0d4ca677720e41199bad4e083f67b18d04035bbc1a11499976d61d5380fcd4