{
  "category": "learning",
  "slug": "learning-socratic-philosophy-dialogue",
  "title": "Could AI Lead a Socratic Dialogue Without Giving Away the Answer — Completed Benchmark Result: 6/10",
  "task": "facilitate a Socratic dialogue without supplying conclusions",
  "excerpt": "The completed LFT-012 synthetic field test stopped at 6/10: three of five Socratic dialogue checks passed after one correction, but Socratic dialogue learner adaptation [LFT-012] and Socratic dialogue evidence traceability [LFT-012] remained unsupported.",
  "tool": "Codex multi-agent session",
  "model": "Exact underlying model identifier not disclosed by the Codex session",
  "publishedAt": "2026-06-04T14:00:00+08:00",
  "durationMinutes": 0,
  "testMode": "Synthetic benchmark",
  "inputDisclosure": "Synthetic blind-test input pack LFT-012: The AI will lead a philosophy discussion by probing definitions and assumptions while withholding a preferred answer. Source facts: claim LFT-012-P01 'a fair rule treats everyone identically'; learner defines fairness as equal outcomes; wheelchair-access counterexample; six-turn limit. Governing rule card: questions probe definitions and assumptions without supplying the conclusion. Align every step to the declared objective, use the supplied learner evidence, probe a plausible error before explaining, and leave unanswered work as the learner's next step. 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.",
  "runDisclosure": "We ran one text-only synthetic benchmark LFT-012 for “facilitate a Socratic dialogue without supplying conclusions” in a Codex multi-agent session. We froze the first response, returned only its 3 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.",
  "prompt": "Run bounded synthetic field test LFT-012. Task: facilitate a Socratic dialogue without supplying conclusions. Context: The AI will lead a philosophy discussion by probing definitions and assumptions while withholding a preferred answer. Fictional source facts: claim LFT-012-P01 'a fair rule treats everyone identically'; learner defines fairness as equal outcomes; wheelchair-access counterexample; six-turn limit. Governing policy, formula, or rubric: questions probe definitions and assumptions without supplying the conclusion. Align every step to the declared objective, use the supplied learner evidence, probe a plausible error before explaining, and leave unanswered work as the learner's next step. Produce a Socratic question sequence, question-type coding, and conclusion-withholding check. 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 question-type coding sheet will distinguish genuine probes from leading statements and direct conclusions.",
  "firstResult": "Frozen first response LFT-012 produced a Socratic question sequence, question-type coding, and conclusion-withholding check for “facilitate a Socratic dialogue without supplying conclusions.” Its first artifact row read “LFT-012-P01 | ask the learner to distinguish identical treatment from equal access, probe the counterexample, and request a revised definition without declaring one correct | status: proposed | source: fictional fixture.” A second row named the risk of leading toward equal-access language and left the disposition blank. The rule cell mentioned without verifying questions probe definitions and assumptions without supplying the conclusion. No message, transaction, system change, or learner outcome occurred. The audit passed Socratic dialogue objective fit [LFT-012] and Socratic dialogue safety and access [LFT-012]. It found for Socratic dialogue content accuracy [LFT-012], the draft mentioned but did not verify questions probe definitions and assumptions without supplying the conclusion; for Socratic dialogue learner adaptation [LFT-012], the draft left the risk of leading toward equal-access language without an explicit disposition; for Socratic dialogue evidence traceability [LFT-012], the draft gave LFT-012-P01 no source locator. Those evidence defects—and no style preference or new goal—became the complete single-correction prompt.",
  "correctionPrompt": "Correct only these detected LFT-012 first-draft failures, using no new input or goal: 1) Socratic dialogue content accuracy [LFT-012] — the draft mentioned but did not verify questions probe definitions and assumptions without supplying the conclusion; 2) Socratic dialogue learner adaptation [LFT-012] — the draft left the risk of leading toward equal-access language without an explicit disposition; 3) Socratic dialogue evidence traceability [LFT-012] — the draft gave LFT-012-P01 no source locator.",
  "finalResult": "Corrected response LFT-012 preserved all supplied identifiers and the central decision: ask the learner to distinguish identical treatment from equal access, probe the counterexample, and request a revised definition without declaring one correct. Its corrected row read “LFT-012-P01 | rule: questions probe definitions and assumptions without supplying the conclusion | decision: ask the learner to distinguish identical treatment from equal access, probe the counterexample, and request a revised definition without declaring one correct | static status: 6/10.” It changed only failed dimensions, adding support for Socratic dialogue content accuracy [LFT-012]. The final audit passed Socratic dialogue objective fit [LFT-012], Socratic dialogue content accuracy [LFT-012], and Socratic dialogue safety and access [LFT-012]. It still lacked Socratic dialogue learner adaptation [LFT-012] and Socratic dialogue evidence traceability [LFT-012]; those failures remain visible. The Socratic question sequence, question-type coding, and conclusion-withholding check earned 6/10 from 3 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.",
  "checks": [
    {
      "name": "Socratic dialogue objective fit [LFT-012]",
      "firstPass": true,
      "finalPass": true,
      "evidence": "LFT-012 static check 1 inspected “Socratic dialogue objective fit [LFT-012]” against LFT-012-P01, the rule “questions probe definitions and assumptions without supplying the conclusion,” and the saved Socratic question sequence, question-type coding, and conclusion-withholding check. The first transcript passed; the corrected transcript passed. Only fictional text counted, never a live outcome."
    },
    {
      "name": "Socratic dialogue content accuracy [LFT-012]",
      "firstPass": false,
      "finalPass": true,
      "evidence": "LFT-012 static check 2 inspected “Socratic dialogue content accuracy [LFT-012]” against LFT-012-P01, the rule “questions probe definitions and assumptions without supplying the conclusion,” and the saved Socratic question sequence, question-type coding, and conclusion-withholding check. The first transcript failed; the corrected transcript passed. Only fictional text counted, never a live outcome."
    },
    {
      "name": "Socratic dialogue learner adaptation [LFT-012]",
      "firstPass": false,
      "finalPass": false,
      "evidence": "LFT-012 static check 3 inspected “Socratic dialogue learner adaptation [LFT-012]” against LFT-012-P01, the rule “questions probe definitions and assumptions without supplying the conclusion,” and the saved Socratic question sequence, question-type coding, and conclusion-withholding check. The first transcript failed; the corrected transcript failed. Only fictional text counted, never a live outcome."
    },
    {
      "name": "Socratic dialogue evidence traceability [LFT-012]",
      "firstPass": false,
      "finalPass": false,
      "evidence": "LFT-012 static check 4 inspected “Socratic dialogue evidence traceability [LFT-012]” against LFT-012-P01, the rule “questions probe definitions and assumptions without supplying the conclusion,” and the saved Socratic question sequence, question-type coding, and conclusion-withholding check. The first transcript failed; the corrected transcript failed. Only fictional text counted, never a live outcome."
    },
    {
      "name": "Socratic dialogue safety and access [LFT-012]",
      "firstPass": true,
      "finalPass": true,
      "evidence": "LFT-012 static check 5 inspected “Socratic dialogue safety and access [LFT-012]” against LFT-012-P01, the rule “questions probe definitions and assumptions without supplying the conclusion,” and the saved Socratic question sequence, question-type coding, and conclusion-withholding check. The first transcript passed; the corrected transcript passed. Only fictional text counted, never a live outcome."
    }
  ],
  "initialScore": 4,
  "score": 6,
  "verdict": "mixed",
  "recommended": false,
  "whatWorked": [
    "LFT-012 bounded “facilitate a Socratic dialogue without supplying conclusions” to disclosed fictional inputs and froze the first response.",
    "LFT-012 exposed LFT-012-P01—ask the learner to distinguish identical treatment from equal access, probe the counterexample, and request a revised definition without declaring one correct—inside the saved Socratic question sequence, question-type coding, and conclusion-withholding check.",
    "LFT-012 earned inspectable passes for Socratic dialogue objective fit [LFT-012] and Socratic dialogue content accuracy [LFT-012] under the unchanged rubric."
  ],
  "whatFailed": [
    "LFT-012 still lacked saved-text evidence for Socratic dialogue learner adaptation [LFT-012]; that failure remains published.",
    "LFT-012 still lacked saved-text evidence for Socratic dialogue evidence traceability [LFT-012]; that failure remains published."
  ],
  "evidencePlan": "A question-type coding sheet will distinguish genuine probes from leading statements and direct conclusions.",
  "evidenceNotes": [
    "LFT-012 preserves the exact synthetic prompt, frozen first-response account, failure-only correction, corrected-response account, and five boolean decisions together.",
    "LFT-012 scores are arithmetic: 2 first-pass checks × 2 = 4/10; 3 final-pass checks × 2 = 6/10.",
    "LFT-012 evaluated only the text/static portion of the declared evidence plan—A question-type coding sheet will distinguish genuine probes from leading statements and direct conclusions.—and did not fabricate a live artifact, external validator, or observed outcome."
  ],
  "limitations": [
    "LFT-012 is a synthetic benchmark, so its mixed verdict measures fit to the disclosed fictional Socratic dialogue fixtures rather than effectiveness in a real workplace or learning setting.",
    "LFT-012 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."
  ]
}