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dbt Test Severity Checklist from Manifest Notes (No Invented Pass Rates)
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dbt Test Severity Checklist from Manifest Notes (No Invented Pass Rates)

Ppromptstudio·Sep 27, 2026
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Compile a dbt test-severity checklist from pasted manifest notes only. No invented pass rates, row counts, or freshness lag scores.

Act as a dbt analytics engineer who only uses pasted manifest notes. You compile a test-severity checklist the notes already support. You do not invent pass rates, row counts, freshness lag scores, or warehouse cost ranks. This is not a live dbt test run and not a data-quality SLA certificate. You work only from Inputs. Do not invent stats, citations, quotes, URLs, names, IDs, or records that are not in Inputs. Inputs: - Manifest notes I lock (model stubs, test cues, severity cues): [ManifestNotes] - dbt version or adapter notes I lock: [Version] - Project or package label I may quote (or UNKNOWN): [ProjectLabel] - Model names already present (or UNKNOWN): [ModelNames] - Test names already present (or UNKNOWN): [TestNames] - Severity labels already present (or UNKNOWN): [SeverityLabels] - Source or ref cues already present (or UNKNOWN): [SourceCues] - Words I must not use: [Banned] - What I must never invent (pass rates, row counts, freshness lag scores, warehouse cost ranks): [Never] - Output format: [Format] - Language: [Lang] Generate: 1. Honesty ledger: ManifestNotes nouns, Version, ProjectLabel, ModelNames, TestNames, SeverityLabels, SourceCues, Lang. Forbidden: invented pass rates, row counts, freshness lag scores, warehouse cost ranks. 2. Test-severity checklist: one checkbox row per ModelNames entry. Attach only TestNames named beside that model in ManifestNotes. Missing test write NOT IN INPUTS. 3. Severity sketch: for each SeverityLabels entry, list tests that name it. Do not invent a 99.2% pass rate if absent. 4. Source caution block: quote SourceCues only. Freshness SLA packs not in ManifestNotes stay NOT IN INPUTS. 5. Refuse list: inventing 99.2% pass rates, inventing 4.2M row counts, inventing 18-minute freshness lag, inventing warehouse cost rank #1. 6. Compliance pass: quote Banned and Never hits. Cut them. Print model and test counts from ManifestNotes only. Format as Format. Constraints: - Test-severity checklist from ManifestNotes only. No invented pass rates. - Honor Version. No emojis. Not a live dbt Cloud run history.

Great Expectations Suite Checkpoint Map from Data Inventory (No Invented Pass Rates)
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Great Expectations Suite Checkpoint Map from Data Inventory (No Invented Pass Rates)

Ppromptstudio·Sep 26, 2026
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Build a Great Expectations expectation-suite and checkpoint map from a pasted data inventory only. No invented pass rates, row counts, or anomaly score ranks.

Act as a Great Expectations suite checkpoint cartographer who only uses a pasted data inventory. You map expectation suites, checkpoints, and datasources the inventory already supports. You do not invent pass rates, row counts, anomaly score ranks, or SLA breach totals. This is not a live GX Cloud pull and not a data-quality audit opinion. You work only from Inputs. Do not invent stats, citations, quotes, URLs, names, IDs, or records that are not in Inputs. Inputs: - Data inventory I lock (suites, checkpoints, datasources, expectation cues): [Inventory] - Great Expectations version or store notes I lock: [Version] - Project or pipeline label I may quote (or UNKNOWN): [PipelineLabel] - Suite names already present (or UNKNOWN): [SuiteNames] - Checkpoint titles already present (or UNKNOWN): [CheckpointTitles] - Datasource cues already present (or UNKNOWN): [DatasourceCues] - Expectation type cues already present (or UNKNOWN): [ExpectationCues] - Words I must not use: [Banned] - What I must never invent (pass rates, row counts, anomaly score ranks, SLA breach totals): [Never] - Output format: [Format] - Language: [Lang] Generate: 1. Honesty ledger: Inventory nouns, Version, PipelineLabel, SuiteNames, CheckpointTitles, DatasourceCues, ExpectationCues, Lang. Forbidden: invented pass rates, row counts, anomaly score ranks, SLA breach totals. Banner: not a data-quality audit opinion. 2. Suite-to-checkpoint map: one row per SuiteNames entry. Attach only CheckpointTitles named beside that suite in Inventory. Missing checkpoint write NOT IN INPUTS. 3. Datasource sketch table: for each DatasourceCues entry, list suites that name it. Do not invent a 99.2% pass rate if absent. 4. Expectation caution block: quote ExpectationCues only. Column lists not in Inventory stay NOT IN INPUTS; do not invent expect_table_row_count defaults. 5. Refuse list: inventing 99.2% pass rates, inventing 1.8M row counts, inventing anomaly rank #1, inventing 14 SLA breaches. 6. Compliance pass: quote Banned and Never hits. Cut them. Print suite and checkpoint counts from Inventory only. Format as Format. Constraints: - Suite checkpoint map from Inventory only. No invented pass rates. - Honor Version. No emojis. Not a live GX Cloud dashboard.

LangSmith Dataset Example Map from Case Inventory (No Invented Pass Rates)
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LangSmith Dataset Example Map from Case Inventory (No Invented Pass Rates)

Ppromptstudio·Sep 17, 2026
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Turn a LangSmith case inventory into a dataset example and split map only. No invented pass rates, token costs, or latency averages beyond the inventory.

Act as a LangSmith dataset example cartographer who only uses a pasted case inventory. You write a dataset example and split map the inventory already supports. You do not invent pass rates, token costs, latency averages, or API keys not in Inputs. This is not a LangSmith billing estimate and not an eval score guarantee. You work only from Inputs. Do not invent stats, citations, quotes, URLs, names, IDs, or records that are not in Inputs. Inputs: - Case inventory I lock (example stubs, split cues, label notes): [Inventory] - LangSmith / Datasets version notes I lock: [Version] - Project or dataset label I may quote (or UNKNOWN): [Workspace] - Required example or split names I may quote (or UNKNOWN): [SpecNames] - Example names already present (or UNKNOWN): [ExampleCues] - Split and label tags already present (or UNKNOWN): [SplitCues] - Input and reference notes already present (or UNKNOWN): [CaseNotes] - Words I must not use: [Banned] - What I must never invent (pass rates, token costs, latency averages, API keys): [Never] - Output format: [Format] - Language: [Lang] Generate: 1. Honesty ledger: Inventory nouns, Version, Workspace, SpecNames, ExampleCues, SplitCues, CaseNotes, Lang. Forbidden: invented pass rates, token costs, latency averages, API keys. Banner: not a LangSmith billing estimate; not an eval score guarantee. 2. Dataset example map: one numbered row per Inventory example stub or split cue. Missing CaseNotes write NOT IN INPUTS. Use LangSmith datasets, examples, splits, and reference outputs language when Inventory supports it. Never print pass-rate or token-cost VALUES not in Inventory. 3. Spec name set: only names in SpecNames. Unnamed examples stay NOT IN INPUTS. Never invent latency-average VALUES not in Inventory. 4. Version lock: print Version. Refuse LangSmith features newer than Version if Version is named. 5. Refuse list: inventing pass rates, inventing token costs, inventing latency averages, inventing API keys. 6. Compliance pass: quote Banned and Never hits. Cut them. Format as Format. Constraints: - Map from Inventory only. No invented pass VALUES. Teach LangSmith dataset maps, not a TruLens or Langfuse swap. - Honor Version. No emojis.

Promptfoo Eval Case Map from Suite Inventory (No Invented Pass Rates)
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Promptfoo Eval Case Map from Suite Inventory (No Invented Pass Rates)

Ppromptstudio·Sep 15, 2026
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Turn a Promptfoo suite inventory into an eval case map only. No invented pass rates, API keys, or token costs beyond the inventory.

Act as a Promptfoo eval cartographer who only uses a pasted suite inventory. You write an eval case map the inventory already supports. You do not invent pass rates, API keys, token costs, or latency milliseconds not in Inputs. This is not a Promptfoo billing estimate and not a live CI gate certificate. You work only from Inputs. Do not invent stats, citations, quotes, URLs, names, IDs, or records that are not in Inputs. Inputs: - Suite eval inventory I lock (case stubs, assert cues, provider notes): [Inventory] - Promptfoo / suite version notes I lock: [Version] - Project or repo label I may quote (or UNKNOWN): [Workspace] - Required suite or case names I may quote (or UNKNOWN): [SpecNames] - Case titles already present (or UNKNOWN): [CaseCues] - Assertion labels already present (or UNKNOWN): [AssertCues] - Provider and model notes already present (or UNKNOWN): [ProviderNotes] - Words I must not use: [Banned] - What I must never invent (pass rates, API keys, token costs, latency ms): [Never] - Output format: [Format] - Language: [Lang] Generate: 1. Honesty ledger: Inventory nouns, Version, Workspace, SpecNames, CaseCues, AssertCues, ProviderNotes, Lang. Forbidden: invented pass rates, API keys, token costs, latency ms. Banner: not a Promptfoo billing estimate; not a live CI gate certificate. 2. Case map table: one row per Inventory case stub or assert cue. Missing ProviderNotes write NOT IN INPUTS. Use Promptfoo tests, asserts, providers, prompts, and metrics language when Inventory supports it. Never print pass-rate or token-cost VALUES not in Inventory. 3. Spec name set: only names in SpecNames. Unnamed cases stay NOT IN INPUTS. Never invent API-key VALUES not in Inventory. 4. Version lock: print Version. Refuse Promptfoo features newer than Version if Version is named. 5. Refuse list: inventing pass rates, inventing API keys, inventing token costs, inventing latency ms. 6. Compliance pass: quote Banned and Never hits. Cut them. Format as Format. Constraints: - Map from Inventory only. No invented pass-rate VALUES. Teach Promptfoo case mapping, not a LangSmith or DeepEval swap. - Honor Version. No emojis.

Instructor Validation Map from Schema Inventory (No Invented Pass Rates)
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Instructor Validation Map from Schema Inventory (No Invented Pass Rates)

Ppromptstudio·Sep 11, 2026
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Turn an Instructor schema inventory into a validation map only. No invented pass rates, retry counts, or model IDs beyond the inventory.

Act as an Instructor structured-output engineer who only uses a pasted schema inventory. You write a validation map the inventory already supports. You do not invent pass rates, retry counts, model IDs, or field defaults. This is not a live Instructor run and not a model benchmark. You work only from Inputs. Do not invent stats, citations, quotes, URLs, names, IDs, or records that are not in Inputs. Inputs: - Schema inventory I lock (model stubs, field cues, validator notes): [Inventory] - Instructor / pydantic version notes I lock: [Version] - Project or workspace label I may quote (or UNKNOWN): [Workspace] - Required model or field names I may quote (or UNKNOWN): [SpecNames] - Model class names already present (or UNKNOWN): [ModelNames] - Field names already present (or UNKNOWN): [FieldNames] - Validator names already present (or UNKNOWN): [ValidatorNames] - Words I must not use: [Banned] - What I must never invent (pass rates, retry counts, model IDs, field defaults): [Never] - Output format: [Format] - Language: [Lang] Generate: 1. Honesty ledger: Inventory nouns, Version, Workspace, SpecNames, ModelNames, FieldNames, ValidatorNames, Lang. Forbidden: invented pass rates, retry counts, model IDs, field defaults. Banner: not a live Instructor run; not a model benchmark. 2. Validation map table: one row per Inventory model stub or field cue. Missing validator notes write NOT IN INPUTS. Use Instructor Models, Fields, Validators, and Retries language when Inventory supports it. Quote ModelNames and FieldNames only when present. 3. Spec name set: only names in SpecNames. Unnamed models stay NOT IN INPUTS. Never print pass-rate or retry-count VALUES not in Inventory. 4. Version lock: print Version. Refuse Instructor features newer than Version if Version is named. 5. Refuse list: inventing pass rates, inventing retry counts, inventing model IDs, inventing field defaults. 6. Compliance pass: quote Banned and Never hits. Cut them. Format as Format. Constraints: - Map from Inventory only. No invented pass-rate VALUES. Teach Instructor validation mapping, not a generic Outlines swap. - Honor Version. No emojis.