{
  "category": "learning",
  "slug": "learning-art-history-comparison",
  "title": "Compare Art-History Evidence with AI Scaffolding: Four or More Checks Passed After One Correction",
  "task": "scaffold a visual comparison in art history",
  "excerpt": "The completed LFT-031 synthetic field test reached 8/10 after one failure-only correction: 4 of five static checks passed for Art comparison, while 1 check remained unresolved.",
  "tool": "Codex multi-agent session",
  "model": "Exact underlying model identifier not disclosed by the Codex session",
  "publishedAt": "2026-05-31T15:00:00+08:00",
  "durationMinutes": 0,
  "testMode": "Synthetic benchmark",
  "inputDisclosure": "Synthetic blind-test input pack LFT-031: Students will compare composition, material, and historical context across two artworks using staged questions. Source facts: fictional excerpts LFT-031-T01 through LFT-031-T04 dated 1912, 1936, 1974, and 2008; claim C1 supported by T01/T03; claim C2 contradicted by T02; an unknown author motive; and quotation locator LFT-031-T03-L7. Governing rule card: claim-level citation and separation of evidence from interpretation. Tie each claim or interpretation to a supplied excerpt, observation, pitch, or locator; expose contradictions; do not infer an author, artist, or source motive that is absent. 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-031 for “scaffold a visual comparison in art history” 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.",
  "prompt": "Run bounded synthetic field test LFT-031. Task: scaffold a visual comparison in art history. Context: Students will compare composition, material, and historical context across two artworks using staged questions. Fictional source facts: fictional excerpts LFT-031-T01 through LFT-031-T04 dated 1912, 1936, 1974, and 2008; claim C1 supported by T01/T03; claim C2 contradicted by T02; an unknown author motive; and quotation locator LFT-031-T03-L7. Governing policy, formula, or rubric: claim-level citation and separation of evidence from interpretation. Tie each claim or interpretation to a supplied excerpt, observation, pitch, or locator; expose contradictions; do not infer an author, artist, or source motive that is absent. Produce a claim-source matrix, guided questions, and uncertainty annotations. 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 curator-reviewed observation chart will separate visible evidence from contextual inference.",
  "firstResult": "Frozen first response LFT-031 produced a claim-source matrix, guided questions, and uncertainty annotations for the task “scaffold a visual comparison in art history.” It treated the supplied pack as fictional and proposed this central handling: support C1 with T01/T03, flag C2's conflict with T02, and refuse to infer the unknown motive while directing attention to LFT-031-T03-L7. Concrete saved artifact row LFT-031-ROW1 reads: “LFT-031-T01 | support C1 with T01/T03, flag C2's conflict with T02, and refuse to infer the unknown motive while directing attention to LFT-031-T03-L7 | source: supplied fictional pack | review state: first-draft.” The draft preserved the named records and separated supplied facts from assumptions; its inspectable learning intervention also stated that no message, transaction, system change, or learner outcome had occurred. On the five predeclared static checks, it passed Art comparison learner adaptation [LFT-031], Art comparison evidence traceability [LFT-031], and Art comparison safety and access [LFT-031]. The audit found concrete failures: for Art comparison objective fit [LFT-031], the saved draft did not connect LFT-031-T02 to the full boundary of “scaffold a visual comparison in art history”; for Art comparison content accuracy [LFT-031], the saved draft left claim-level citation and separation of evidence from interpretation without an explicit verification row. Those were evidence defects in the saved response, not inferred real-world failures, and they became the complete boundary of the single correction pass.",
  "correctionPrompt": "Correct only these detected LFT-031 first-draft failures, using no new input or goal: 1) Art comparison objective fit [LFT-031] — the draft did not connect LFT-031-T02 to the full boundary of “scaffold a visual comparison in art history”; 2) Art comparison content accuracy [LFT-031] — the draft left claim-level citation and separation of evidence from interpretation without an explicit verification row.",
  "finalResult": "Corrected response LFT-031 retained the original fictional inputs, task boundary, and central decision: support C1 with T01/T03, flag C2's conflict with T02, and refuse to infer the unknown motive while directing attention to LFT-031-T03-L7. Concrete corrected artifact row LFT-031-ROW1 reads: “LFT-031-T01 | support C1 with T01/T03, flag C2's conflict with T02, and refuse to infer the unknown motive while directing attention to LFT-031-T03-L7 | evidence locator: LFT-031-T01 | static status: 8/10 after one correction.” It changed only the detected failure areas, adding inspectable rows for Art comparison objective fit [LFT-031]. The frozen final text passed Art comparison objective fit [LFT-031], Art comparison learner adaptation [LFT-031], Art comparison evidence traceability [LFT-031], and Art comparison safety and access [LFT-031] and still failed Art comparison content accuracy [LFT-031]. The final claim-source matrix, guided questions, and uncertainty annotations therefore earned 8/10 from 4 passing checks; no second repair was attempted. This result reports only a bounded transcript-and-fixture evaluation. It does not claim that any workplace process, learner performance, account, device, service, or external system was actually changed, contacted, tested live, or improved.",
  "checks": [
    {
      "name": "Art comparison objective fit [LFT-031]",
      "firstPass": false,
      "finalPass": true,
      "evidence": "LFT-031 static check 1 inspected the saved wording for “Art comparison objective fit [LFT-031].” The first transcript did not contain enough support; the corrected transcript contained enough support. The comparison used only fictional fixture LFT-031-T02, the declared Art comparison rules, and the record’s frozen text; no live outcome or external action counted as evidence."
    },
    {
      "name": "Art comparison content accuracy [LFT-031]",
      "firstPass": false,
      "finalPass": false,
      "evidence": "LFT-031 static check 2 inspected the saved wording for “Art comparison content accuracy [LFT-031].” The first transcript did not contain enough support; the corrected transcript did not contain enough support. The comparison used only fictional fixture LFT-031-T02, the declared Art comparison rules, and the record’s frozen text; no live outcome or external action counted as evidence."
    },
    {
      "name": "Art comparison learner adaptation [LFT-031]",
      "firstPass": true,
      "finalPass": true,
      "evidence": "LFT-031 static check 3 inspected the saved wording for “Art comparison learner adaptation [LFT-031].” The first transcript contained enough support; the corrected transcript contained enough support. The comparison used only fictional fixture LFT-031-T02, the declared Art comparison rules, and the record’s frozen text; no live outcome or external action counted as evidence."
    },
    {
      "name": "Art comparison evidence traceability [LFT-031]",
      "firstPass": true,
      "finalPass": true,
      "evidence": "LFT-031 static check 4 inspected the saved wording for “Art comparison evidence traceability [LFT-031].” The first transcript contained enough support; the corrected transcript contained enough support. The comparison used only fictional fixture LFT-031-T02, the declared Art comparison rules, and the record’s frozen text; no live outcome or external action counted as evidence."
    },
    {
      "name": "Art comparison safety and access [LFT-031]",
      "firstPass": true,
      "finalPass": true,
      "evidence": "LFT-031 static check 5 inspected the saved wording for “Art comparison safety and access [LFT-031].” The first transcript contained enough support; the corrected transcript contained enough support. The comparison used only fictional fixture LFT-031-T02, the declared Art comparison rules, and the record’s frozen text; no live outcome or external action counted as evidence."
    }
  ],
  "initialScore": 6,
  "score": 8,
  "verdict": "worked",
  "recommended": true,
  "whatWorked": [
    "LFT-031 kept “scaffold a visual comparison in art history” bounded to disclosed fictional inputs and preserved an auditable first-response snapshot.",
    "LFT-031 made the central handling—support C1 with T01/T03, flag C2's conflict with T02, and refuse to infer the unknown motive while directing attention to LFT-031-T03-L7—inspectable rather than implying unseen work.",
    "LFT-031 earned final passes for Art comparison objective fit [LFT-031] and Art comparison learner adaptation [LFT-031] under the same frozen scoring rules."
  ],
  "whatFailed": [
    "LFT-031 still lacked enough saved-text evidence for Art comparison content accuracy [LFT-031]; the record leaves that final failure visible."
  ],
  "evidencePlan": "A curator-reviewed observation chart will separate visible evidence from contextual inference.",
  "evidenceNotes": [
    "LFT-031 preserves the exact synthetic prompt, frozen first-response account, failure-only correction, corrected-response account, and five boolean decisions together.",
    "LFT-031 scores are arithmetic: 3 first-pass checks × 2 = 6/10; 4 final-pass checks × 2 = 8/10.",
    "LFT-031 evaluated only the text/static portion of the declared evidence plan—A curator-reviewed observation chart will separate visible evidence from contextual inference.—and did not fabricate a live artifact, external validator, or observed outcome."
  ],
  "limitations": [
    "LFT-031 is a synthetic benchmark, so its worked verdict measures fit to the disclosed fictional Art comparison fixtures rather than effectiveness in a real workplace or learning setting.",
    "LFT-031 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."
  ]
}