Completed field testSynthetic benchmark

Learning · Evidence record

Oral Exam Rehearsal with Responsive AI Follow-Up Questions — Completed Benchmark Result: 10/10

The completed LFT-038 synthetic field test reached 10/10 after one failure-only correction: 5 of five static checks passed for Oral rehearsal, while 0 checks remained unresolved.

  • Exact prompts and outputs
  • One correction only
  • Synthetic inputs disclosed
Status
Completed
Test mode
Synthetic benchmark
Tool
Codex multi-agent session
Model
Exact underlying model identifier not disclosed by the Codex session
Published
Assigned archive date
Per-case elapsed time
Not instrumented
Final score
10/10
Verdict
worked

01 · The assignment

The task

rehearse an oral exam with responsive follow-up questions

02 · Scope before score

Test disclosures

Input disclosure

Synthetic blind-test input pack LFT-038: A student will answer syllabus-based oral questions while the AI probes reasoning and requests clarification. Source facts: topic LFT-038-O01 cellular respiration; opening answer omits electron transport; eight-minute limit; responsive follow-ups; pause allowed. Governing rule card: responsive follow-ups, accuracy, and declared time/pause limits. Honor fixed dates, available block lengths, prerequisite order, spacing intervals, workload ceilings, recovery space, and any learner-controlled stop condition. The pack deliberately contains no answer key, target ranking, expected classification, expected calculation result, or row-level decision. Every person, organization, record, statement, file, and identifier is fictional; no private, production, or live data was supplied.

Run disclosure

We ran one text-only synthetic benchmark LFT-038 for “rehearse an oral exam with responsive follow-up questions” in a Codex multi-agent session. We froze the first response, returned only its 2 detected check failures, accepted one corrected response, and scored both against the same five static checks. No external or live action occurred: nothing was sent, published, deployed, uploaded, submitted, purchased, booked, contacted, emailed, called, messaged, executed, or changed outside the fictional text fixtures. No external, live, or production action occurred. Per-case elapsed time was not instrumented during the batch session.

Evidence mode
Synthetic benchmark
Run environment
Codex multi-agent session
Model disclosure
Exact underlying model identifier not disclosed by the Codex session

03 · Verbatim input

Exact first prompt

The recorded session received the following prompt without silent additions.

Run bounded synthetic field test LFT-038. Task: rehearse an oral exam with responsive follow-up questions. Context: A student will answer syllabus-based oral questions while the AI probes reasoning and requests clarification. Fictional source facts: topic LFT-038-O01 cellular respiration; opening answer omits electron transport; eight-minute limit; responsive follow-ups; pause allowed. Governing policy, formula, or rubric: responsive follow-ups, accuracy, and declared time/pause limits. Honor fixed dates, available block lengths, prerequisite order, spacing intervals, workload ceilings, recovery space, and any learner-controlled stop condition. Produce a oral question ladder, follow-up branch log, and timing sheet. Derive every row from the source facts and rule card; show calculations or criterion paths, cite supplied identifiers, state assumptions, surface any violated constraint, ambiguity, missing datum, or source conflict without presuming which row should pass, and abstain where evidence is incomplete. Do not infer an expected answer from the evidence plan and do not claim any live or external action. Planned verification after the frozen response: A subject teacher will review question relevance, follow-up logic, and coverage against the syllabus.

04 · Baseline preserved

First result

The first response is retained before scoring or correction.

Frozen first response LFT-038 produced a oral question ladder, follow-up branch log, and timing sheet for “rehearse an oral exam with responsive follow-up questions.” Its first artifact row read “LFT-038-O01 | ask an open pathway question, probe the omitted electron-transport stage, allow a pause, and avoid compound questions | status: proposed | source: fictional fixture.” A second row named the omitted pathway stage and risk of question stacking and recorded a disposition. The rule cell verified responsive follow-ups, accuracy, and declared time/pause limits. No message, transaction, system change, or learner outcome occurred. The audit passed Oral rehearsal content accuracy [LFT-038], Oral rehearsal learner adaptation [LFT-038], and Oral rehearsal evidence traceability [LFT-038]. It found for Oral rehearsal objective fit [LFT-038], the draft did not link LFT-038-O01 to the full task boundary; for Oral rehearsal safety and access [LFT-038], the draft left the oral question ladder, follow-up branch log, and timing sheet without a reviewer-ready acceptance marker. Those evidence defects—and no style preference or new goal—became the complete single-correction prompt.

Initial score: 6/10

05 · One pass only

Exact correction prompt

Only this single correction was allowed; there was no second repair pass.

Correct only these detected LFT-038 first-draft failures, using no new input or goal: 1) Oral rehearsal objective fit [LFT-038] — the draft did not link LFT-038-O01 to the full task boundary; 2) Oral rehearsal safety and access [LFT-038] — the draft left the oral question ladder, follow-up branch log, and timing sheet without a reviewer-ready acceptance marker.

06 · Corrected output

Corrected final result

Corrected response LFT-038 preserved all supplied identifiers and the central decision: ask an open pathway question, probe the omitted electron-transport stage, allow a pause, and avoid compound questions. Its corrected row read “LFT-038-O01 | rule: responsive follow-ups, accuracy, and declared time/pause limits | decision: ask an open pathway question, probe the omitted electron-transport stage, allow a pause, and avoid compound questions | static status: 10/10.” It changed only failed dimensions, adding support for Oral rehearsal objective fit [LFT-038] and Oral rehearsal safety and access [LFT-038]. The final audit passed Oral rehearsal objective fit [LFT-038], Oral rehearsal content accuracy [LFT-038], Oral rehearsal learner adaptation [LFT-038], Oral rehearsal evidence traceability [LFT-038], and Oral rehearsal safety and access [LFT-038]. All five dimensions had inspectable support after one correction. The oral question ladder, follow-up branch log, and timing sheet earned 10/10 from 5 checks; no second repair was attempted. This transcript-and-fixture result does not claim any person, workplace, learner, account, device, service, or external system was contacted, changed, tested live, or improved.

Final score: 10/10

07 · Five checks, two points each

Five-check record

The first and final statuses are textual as well as color coded. Each final pass is worth two points; the displayed verdict is tied to the final total.

Five checks applied to the first and corrected results
CheckFirstFinalEvidence
Oral rehearsal objective fit [LFT-038] Fail PassLFT-038 static check 1 inspected “Oral rehearsal objective fit [LFT-038]” against LFT-038-O01, the rule “responsive follow-ups, accuracy, and declared time/pause limits,” and the saved oral question ladder, follow-up branch log, and timing sheet. The first transcript failed; the corrected transcript passed. Only fictional text counted, never a live outcome.
Oral rehearsal content accuracy [LFT-038] Pass PassLFT-038 static check 2 inspected “Oral rehearsal content accuracy [LFT-038]” against LFT-038-O01, the rule “responsive follow-ups, accuracy, and declared time/pause limits,” and the saved oral question ladder, follow-up branch log, and timing sheet. The first transcript passed; the corrected transcript passed. Only fictional text counted, never a live outcome.
Oral rehearsal learner adaptation [LFT-038] Pass PassLFT-038 static check 3 inspected “Oral rehearsal learner adaptation [LFT-038]” against LFT-038-O01, the rule “responsive follow-ups, accuracy, and declared time/pause limits,” and the saved oral question ladder, follow-up branch log, and timing sheet. The first transcript passed; the corrected transcript passed. Only fictional text counted, never a live outcome.
Oral rehearsal evidence traceability [LFT-038] Pass PassLFT-038 static check 4 inspected “Oral rehearsal evidence traceability [LFT-038]” against LFT-038-O01, the rule “responsive follow-ups, accuracy, and declared time/pause limits,” and the saved oral question ladder, follow-up branch log, and timing sheet. The first transcript passed; the corrected transcript passed. Only fictional text counted, never a live outcome.
Oral rehearsal safety and access [LFT-038] Fail PassLFT-038 static check 5 inspected “Oral rehearsal safety and access [LFT-038]” against LFT-038-O01, the rule “responsive follow-ups, accuracy, and declared time/pause limits,” and the saved oral question ladder, follow-up branch log, and timing sheet. The first transcript failed; the corrected transcript passed. Only fictional text counted, never a live outcome.
Initial6/10
Final10/10
Verdictworked
RecommendedYes, for this scope

08 · No cleanup by omission

What worked—and what failed

What worked

  • LFT-038 bounded “rehearse an oral exam with responsive follow-up questions” to disclosed fictional inputs and froze the first response.
  • LFT-038 exposed LFT-038-O01—ask an open pathway question, probe the omitted electron-transport stage, allow a pause, and avoid compound questions—inside the saved oral question ladder, follow-up branch log, and timing sheet.
  • LFT-038 earned inspectable passes for Oral rehearsal objective fit [LFT-038] and Oral rehearsal content accuracy [LFT-038] under the unchanged rubric.

What failed or remained weak

  • LFT-038 first failed Oral rehearsal objective fit [LFT-038]; one correction repaired it while preserving the defect in the audit trail.

09 · Inspectable record

Evidence notes

A subject teacher will review question relevance, follow-up logic, and coverage against the syllabus.

  • LFT-038 preserves the exact synthetic prompt, frozen first-response account, failure-only correction, corrected-response account, and five boolean decisions together.
  • LFT-038 scores are arithmetic: 3 first-pass checks × 2 = 6/10; 5 final-pass checks × 2 = 10/10.
  • LFT-038 evaluated only the text/static portion of the declared evidence plan—A subject teacher will review question relevance, follow-up logic, and coverage against the syllabus.—and did not fabricate a live artifact, external validator, or observed outcome.
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10 · Boundary of the claim

Limitations

  • LFT-038 is a synthetic benchmark, so its worked verdict measures fit to the disclosed fictional Oral rehearsal fixtures rather than effectiveness in a real workplace or learning setting.
  • LFT-038 used one text-only Codex multi-agent session whose underlying model identifier was not disclosed; different prompts, models, fixtures, or human reviewers could produce different results.

Publication record

Published
Assigned archive date
Evidence mode
Synthetic benchmark