{"uid":"cap_fTXxg9agPLCcIkBkqCCgR","slug":"release-change-duplicate-audit-exact-normalised-8e929b1c","name":"Release Change Duplicate Audit – Exact Normalised","description":"Release change - Exact normalised duplicate audit: Exact normalised duplicate audit for Release change. Up to 200 supplied labelled text records. Local dataset tools, evaluation and small naive-Bayes baselines; no hosted model or foundation-model training. One of 25 profiles or calculations across 20 shared operations in this sector. 0.01 USDC includes one bounded exact normalised duplicate audit deliverable.","url":"https://market.datapackvibe.com/x402/assistant-sector-ml-release-change-duplicates?utm_source=zero.xyz","method":"POST","headers":{},"bodySchema":{"type":"object","properties":{"records":{"type":"array","items":{"type":"object","required":["id","text","actual"],"properties":{"id":{"type":"string","default":"","maxLength":80,"minLength":1},"text":{"type":"string","default":"","maxLength":1000},"actual":{"enum":["feature","fix","documentation","maintenance"],"type":"string"}},"additionalProperties":false},"default":[{"id":"example-0-0","text":"feature sample document number 0 for this supplied dataset.","actual":"feature"},{"id":"example-0-1","text":"feature sample document number 1 for this supplied dataset.","actual":"feature"},{"id":"example-0-2","text":"feature sample document number 2 for this supplied dataset.","actual":"feature"},{"id":"example-1-0","text":"fix sample document number 0 for this supplied dataset.","actual":"fix"},{"id":"example-1-1","text":"fix sample document number 1 for this supplied dataset.","actual":"fix"},{"id":"example-1-2","text":"fix sample document number 2 for this supplied dataset.","actual":"fix"},{"id":"example-2-0","text":"documentation sample document number 0 for this supplied dataset.","actual":"documentation"},{"id":"example-2-1","text":"documentation sample document number 1 for this supplied dataset.","actual":"documentation"},{"id":"example-2-2","text":"documentation sample document number 2 for this supplied dataset.","actual":"documentation"},{"id":"example-3-0","text":"maintenance sample document number 0 for this supplied dataset.","actual":"maintenance"},{"id":"example-3-1","text":"maintenance sample document number 1 for this supplied dataset.","actual":"maintenance"},{"id":"example-3-2","text":"maintenance sample document number 2 for this supplied dataset.","actual":"maintenance"}],"maxItems":200,"minItems":2}}},"responseSchema":null,"example":null,"exampleRequest":null,"tags":["x402"],"displayCostAmount":"0.01","displayCostAsset":"USDC","priceDynamic":false,"priceHint":null,"priceStatus":"priced","priceSource":"probe","requiresHandshake":false,"reviewCount":0,"rating":{"score":"0.00","successRate":"0.00","reviews":0,"stars":null,"state":"unrated"},"availabilityStatus":"unknown","priceObserved":null,"sessionDeposit":null,"pricing":{"kind":"static","summary":"$0.01/call","primary":{"kind":"static","protocol":"x402","network":"base","amountUsd":"0.01","per":"call","confidence":"exact"},"accepted":[{"kind":"static","protocol":"x402","network":"base","amountUsd":"0.01","per":"call","confidence":"exact"}]},"paymentMethods":[{"uid":"pm_hpaMc5okLfN7SvR-jhtra","protocol":"x402","methodType":"crypto","chain":"base","mode":"charge","costAmount":"0.01","costPer":"request","priority":0,"asset":"0x833589fCD6eDb6E08f4c7C32D4f71b54bdA02913","unit":"request","depositMicros":null,"planRef":null}],"brandName":null,"brandSlug":null,"brandBaseUrl":null,"brandDocsUrl":null,"whatItDoes":"Detects exact normalised duplicates among up to 200 labelled release-change text records (feature, fix, documentation, maintenance).","exampleAgentPrompt":"Can you audit these 50 release change records for exact normalised duplicates? I have a mix of feature, fix, documentation, and maintenance entries and I want to know which ones are repeated before I publish the changelog.","exampleUseCases":[{"title":"Pre-release changelog deduplication check","prompt":"Before we cut the release, can you run a duplicate audit on these 80 changelog entries? They're labelled as feature, fix, or maintenance — I want to catch any repeated descriptions before they go out."},{"title":"CI pipeline data quality gate","prompt":"I've got 120 labelled change records from our automated CI pipeline — run an exact normalised duplicate audit on them so I can flag any redundant entries before they get merged into the release notes."},{"title":"Release note dataset evaluation","prompt":"Can you check this batch of 150 release note records — mix of feature, fix, documentation, and maintenance labels — and tell me which ones are exact normalised duplicates so I can clean the dataset?"}],"resultDescription":"A structured audit report identifying which of the submitted labelled text records are exact normalised duplicates of one another, including the record IDs involved, duplicate groupings, and a count of duplicate instances found within the batch.","failureModes":["Fewer than 2 records submitted — minimum input not met","More than 200 records submitted — batch size exceeded","Missing required fields (id, text, or actual) on any record — validation error","Invalid label value for 'actual' field (must be feature, fix, documentation, or maintenance)","Text field exceeds 1000 characters — truncation or rejection","Payment not completed — x402 payment required before result is returned"],"whenToPreferThis":"Choose this endpoint when you need a fast, low-cost ($0.01 USDC) exact normalised duplicate check on a batch of labelled release change records (up to 200). It is purpose-built for software changelog and release note datasets with four specific change-type labels. Prefer it over general-purpose deduplication tools when your data is already labelled with feature/fix/documentation/maintenance categories and you want a bounded, deterministic audit without invoking a large language model or foundation model.","instructions":null,"reviewSummary":null,"reviewSummaryHighlights":null,"reviewSummaryConcerns":null,"reviewSummaryGeneratedAt":null,"activationCount":0,"lastUsedAt":null,"lastSuccessfullyRanAt":null,"lastHealthCheckAt":"2026-10-11T18:55:49.510Z","isFirstParty":false,"canonicalSlug":"release-change-duplicate-audit-exact-normalised-8e929b1c"}