{"uid":"cap_LylgGzl5mxx-OpmznTrRj","slug":"release-change-taxonomy-prompt-template-generator-4c6c9b8b","name":"Release Change Taxonomy Prompt Template Generator","description":"Release change - Taxonomy prompt template: Taxonomy prompt template 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 taxonomy prompt template deliverable.","url":"https://market.datapackvibe.com/x402/assistant-sector-ml-release-change-prompt-template?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_Txue3KrCZXQImYyljtSgn","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":"Generates a taxonomy prompt template for classifying software release changes (feature, fix, documentation, maintenance) from up to 200 labelled text records.","exampleAgentPrompt":"I have 12 labelled release notes — 3 features, 3 fixes, 3 documentation entries, and 3 maintenance entries — and I need a taxonomy prompt template that can classify new release changes into those four categories. Can you generate one from my examples?","exampleUseCases":[{"title":"Changelog classifier for CI pipeline","prompt":"I'm building a CI pipeline that auto-labels every commit message as feature, fix, documentation, or maintenance. I have 20 labelled examples — 5 of each type. Can you generate a taxonomy prompt template from those so I can plug it into my classifier?"},{"title":"Release note triage for product team","prompt":"Our product team gets hundreds of release notes each sprint and needs to sort them into features, fixes, docs, and maintenance tasks. I've got 50 labelled examples ready — can you produce a taxonomy prompt template we can use to triage new ones automatically?"},{"title":"Audit trail categorization for compliance","prompt":"For our compliance audit we need every release change tagged as feature, fix, documentation, or maintenance. I have 30 hand-labelled records to use as training examples — please generate a prompt template we can use to categorize the remaining entries consistently."}],"resultDescription":"A bounded taxonomy prompt template deliverable — a structured prompt designed for classifying release change text into one of four categories (feature, fix, documentation, maintenance), derived from up to 200 user-supplied labelled records. Includes local dataset tools and naive-Bayes baseline evaluation context.","failureModes":["Fewer than 2 records supplied — returns validation error","Records exceed 200 item limit — request rejected","Text field exceeds 1000 character limit per record — truncation or error","Invalid label value outside allowed enum (feature/fix/documentation/maintenance) — schema validation failure","Malformed record IDs (empty or exceeding 80 chars) — validation error","Payment not completed via x402 protocol — 402 response, no template returned"],"whenToPreferThis":"Choose this endpoint when you need a ready-made classification prompt template for software release change taxonomy specifically, using your own labelled examples as the basis. It is ideal for teams that want a lightweight, local-dataset-driven prompt rather than training or fine-tuning a hosted model. Best suited for the four-class release taxonomy (feature, fix, documentation, maintenance) with up to 200 labelled records at minimal cost ($0.01 per call).","instructions":null,"reviewSummary":null,"reviewSummaryHighlights":null,"reviewSummaryConcerns":null,"reviewSummaryGeneratedAt":null,"activationCount":0,"lastUsedAt":null,"lastSuccessfullyRanAt":null,"lastHealthCheckAt":"2026-10-11T18:51:57.615Z","isFirstParty":false,"canonicalSlug":"release-change-taxonomy-prompt-template-generator-4c6c9b8b"}