{
  "schemaVersion": "kingy-document-three-pair-report/1.0.0",
  "metadata": {
    "schemaVersion": "kingy-document-three-pair-report/1.0.0",
    "studyId": "document-comparison-v20-20261018.1",
    "scopeDescription": "The same five PDFs/30pages and40held-out questions were attempted in three original repetitions per workflow. Model bytes,37 source files, settings and common scorer were frozen before a separate agent created the new corpus. Executed native preparation transport changed during collection, as disclosed in the operational and independent eligibility reviews. Every original remains in its denominator. Candidate1.5.5 passed the frozen Kingy numeric targets; the separate release decision records all remaining launch gates.",
    "limitations": [
      "One shared Apple M4 Pro Mac with24GiB, macOS26.3, one synthetic selectable-text English corpus and Qwen3-4B Q4_K_M. No result establishes other machines, models, private real-world documents, scans, OCR or long libraries.",
      "Separate AI agents authored and reviewed the fresh questions, aliases, compositions and exact source spans after method freeze. These reviews are not human adjudication or independent hardware reproduction.",
      "Forty unique questions repeated three times are40case clusters, not120independent tasks per workflow. The published corpus is consumed and cannot be used as a future unseen bank.",
      "The frozen scorer1.5.0 recognizes prospective aliases and complete compositions; unfamiliar semantic paraphrases remain unresolved. Lower bounds count only confirmed passes.",
      "Kingy uses finite lexical retrieval and local-model evidence selection/sufficiency. Its per-field context, archival headings and semantic checks can still fail on unfamiliar tasks; no universal entailment guarantee.",
      "Both workflows use identical model bytes, but different engines, retrieval and output pipelines. This compares configured complete workflows, not model-only accuracy.",
      "Five PDFs/30pages fit the installed native attachment workflow. No vendor limit, code or policy was changed. This does not establish arbitrary library-scale behavior.",
      "All planned originals, operational errors, extra model work and timing limitations remain recorded. Native automation interruptions are not evidence of competitor product unreliability.",
      "All37 frozen source files remained unchanged, but native preparation transport was amended after collection began. The independent eligibility review assesses strict prospective-method adherence separately from exact inputs, one original per case and recorded generation completion.",
      "Complete-answer timing is descriptive on a shared Mac. OS caches were not flushed and wall power was not measured. No general speed, setup-time, energy or cost advantage follows.",
      "Kingy exports explicit document/page/exact-quote records. Native uses numbered expandable stock citation chunks under the frozen factual prompt. This does not mean native lacks document Q&A, citations or offline capability.",
      "Kingy client/server deny-egress behavior is tested. Native app-wide egress enforcement remains unverified, so no comparative privacy advantage is established.",
      "All v19 source, corpus, original attempts, scores and published report remain unchanged. New results do not replace earlier failures or establish a market-wide winner."
    ],
    "history": {
      "studyId": "document-comparison-v14-20261014.1",
      "href": "https://kingy.ai/wp-content/plugins/kingy-local-ai/app/documents/comparisons/document-comparison-v14-20261014.1/report.html"
    },
    "instrumentation": {
      "amended": true,
      "phase": "B2-after-27-before-28",
      "beforeFirstAffectedInference": true,
      "retainedNativeOriginalsBefore": 27,
      "freshReferencesOrQualityGradesReviewed": false,
      "candidateCorpusPromptsScorerUnchanged": true,
      "frozenMethodSourceChanged": false,
      "frozenSourceFilesPreservedUnchanged": 37,
      "postStartPreparationTransportAmendmentObserved": true,
      "executedPreparationTransportWhollyUnchanged": false,
      "original28PreparationDuplicateActions": 2,
      "original28QuestionSubmissions": 1,
      "original28Generations": 1,
      "zeroActionForegroundFailureRequests": 1,
      "neutralAXRaiseActions": 1,
      "ownedWindowForegroundAssignments": 1,
      "extraQwenLoadsOrWarmups": 0,
      "additionalPreparationEmbeddingOverhead": "unknown",
      "nativeIdentityBasis": "distinct actual native CID/path and first user message",
      "allNativeHumanDisplayNamesUnique": false,
      "description": "The original native-control source and settings were reviewed and frozen before fresh corpus authorship. All37 frozen files were preserved, while executed native preparation transport was amended after collection began. Source-hash preservation does not establish unchanged executed control paths or strict prospective-method adherence; the independent eligibility review adjudicates that separate gate. Every native measured original uses a fresh chat with a distinct actual native CID/path and the question as its first user message. Human display-name uniqueness is not claimed for every native chat. After the B2 original09 acknowledgment-read failure, read-only reconciliation verified its existing blank chat before the frozen loaded-model selector and ui.submit paths made one submission; the failed acknowledgment was preserved, with no new Duplicate action. Before B2 original28, an actual first preparation Duplicate produced an invalid attachment copy. Supported removal attempts left a missing-backing orphan; that zero-message, unsubmitted draft and all failed actions remain privately preserved. Following prospective independent review, one further actual preparation Duplicate used the complete frozen coordinator/worker path. A separate foreground-failure request had zero Duplicate or Send actions; a neutral owned-window AXRaise and foreground assignment restored the observed foreground binding. The final measured chat had the exact five frozen PDF bytes, all five effective-setting groups and one original28 Send/generation. Thus original28 had two preparation Duplicates and one question submission, not a question retry. Separately, before B3 original06, two real More-popup AXPress attempts failed the focused-menu acknowledgment guard before any Duplicate or question submission. Following prospective independent review, a normal owned-foreground prefix preceded the entire frozen eight-second menu loop and Duplicate tail copied verbatim, continuing the known open canonical menu without another popup. This partial-action continuation issued one actual Duplicate; it was not a complete unchanged invocation of the two-action helper. The exact first Rename, already-loaded-model selector, exported frozen ui.submit once and unchanged coordinator capture then retained one original06 generation. Its measured chat had the exact five frozen PDF bytes and all five effective-setting groups. Failed worker acknowledgments remain failed; no synthetic full-worker success acknowledgment was created. Before B3 original15, one physical Duplicate created a fresh blank. Frozen and prospectively reviewed naming actions then failed: one reviewed Rename AXPress was dispatched but its field acknowledgment failed, and further stock naming controls also failed. Every attempted click and dispatched native action remains separately counted in the completion receipt; all name value edits and Return commits were zero. The chat retained its shared human display label. A prospective source/protocol review permitted the exact unchanged ui.submit with that actual label and its distinct native CID. Successful frozen ui.submit enforced empty/name/PDF/config checks and exact prompt persistence in that same CID before its sole Send; the retained first user message exactly matches the frozen prompt hash. No separate pre-Send snapshot was retained or is claimed. One original15 submission/generation and unchanged capture are retained, with no further Duplicate after naming failures. The final B3 public closure now lists every actual unrenamed position15,16 and19 through40, the per-case control versions and action receipts, original24 UI reconciliation and original33 unknown dispatch counters. These public metadata are privacy projections with private-original SHA lineage. No frozen method source, model session, load, warmup, prompt, inference helper, scorer or answer-timing boundary changed. Additional UI/import/embedding/setup overhead is unknown beyond the retained observations; the Qwen generation log does not establish zero embedding work. These preparation and transport interventions do not establish uninterrupted operation, setup speed or competitor product unreliability. Final independent completion, source, privacy and launch gates still apply.",
      "interventions": [
        {
          "phase": "B2-after-27-before-28",
          "classification": "additional pre-submission preparation",
          "retainedNativeOriginalsBefore": 27,
          "actualPreparationDuplicateActions": 2,
          "originalQuestionSubmissions": 1,
          "originalQuestionGenerations": 1,
          "evidenceIds": [
            "b2-original28-additional-preparation-review",
            "b2-original28-additional-preparation-completion"
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        },
        {
          "phase": "B3-after-05-before-06",
          "classification": "partial-action native transport recovery",
          "beforeFirstAffectedInference": true,
          "retainedNativeOriginalsBefore": 5,
          "freshReferencesOrQualityGradesReviewed": false,
          "frozenMethodSourceChanged": false,
          "priorActualPopupActions": 2,
          "priorActualDuplicateActions": 0,
          "continuationPopupActions": 0,
          "actualContinuedDuplicateActions": 1,
          "originalQuestionSubmissions": 1,
          "originalQuestionGenerations": 1,
          "entireFrozenMenuLoopAndDuplicateTailVerbatim": true,
          "completeFrozenDuplicateHelperInvocation": false,
          "syntheticFullWorkerSuccessAckCreated": false,
          "extraModelLoadsOrWarmups": 0,
          "additionalPreparationEmbeddingOverhead": "unknown",
          "evidenceIds": [
            "b3-original06-prospective-review-v2",
            "b3-original06-operational-recovery",
            "b3-original06-operational-recovery-completion"
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        },
        {
          "phase": "B3-after-14-before-15",
          "classification": "unrenamed fresh-CID submission after failed naming preparation",
          "beforeFirstAffectedInference": true,
          "retainedNativeOriginalsBefore": 14,
          "freshReferencesOrQualityGradesReviewed": false,
          "frozenMethodSourceChanged": false,
          "actualPreparationDuplicateActions": 1,
          "originalQuestionSubmissions": 1,
          "originalQuestionGenerations": 1,
          "actualNativeCID": "1792297506398.conversation.json",
          "uniqueDisplayNameAchieved": false,
          "exactUnchangedUiSubmitInvokedOnce": true,
          "sameReturnedSubmittedPathMatchesCID": true,
          "retainedFirstUserExactlyMatchesFrozenPrompt": true,
          "separatePreSendSnapshotRetained": false,
          "samePathExactPromptPersistenceGuardEnforcedByFrozenFunction": true,
          "reviewedExistingMenuRenameAXPressDispatched": 1,
          "allNameValueEdits": 0,
          "allNameReturnCommits": 0,
          "extraDuplicateAfterNamingFailures": 0,
          "extraModelLoadsOrWarmups": 0,
          "noSyntheticCloneRenameOrWorkerSuccessAck": true,
          "additionalPreparationEmbeddingOverhead": "unknown",
          "preparationActionCountsEvidenceId": "b3-original15-unrenamed-recovery-completion",
          "evidenceIds": [
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        "b2-original28-additional-preparation-review",
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        "b2-original28-neutral-axraise-foreground-preflight",
        "b2-input-backing-integrity-all-native-originals",
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        "b2-timing-all-originals",
        "b2-session-summary",
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        "b3-public-operational-summary-v2",
        "b3-closure-inventory-v2"
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      "b3FinalClosure": {
        "evidenceId": "b3-public-operational-summary-v2",
        "inventoryEvidenceId": "b3-closure-inventory-v2",
        "unrenamedPositions": [
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        "deliberatelyOmittedOptionalRenamePositions": [
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        "failedUniqueNamePositions": [
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        ],
        "originalUiCompleteFalsePositions": [
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        "original33TotalDuplicateDispatchActions": null,
        "privateOriginalsPreservedLocally": true,
        "publicMetadataArePrivacyProjections": true
      }
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    "repairedScorer": true,
    "engineeringRepair": true,
    "finalAudit": true,
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