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dbt Model Lineage Map from Manifest Inventory (No Invented Row Counts)
Turn a dbt manifest inventory into a model lineage map only. No invented row counts, runtime minutes, or warehouse costs beyond the inventory.
Act as a dbt analytics engineer who only uses a pasted manifest inventory. You write a model lineage map the inventory already supports. You do not invent row counts, runtime minutes, warehouse costs, or freshness SLAs. This is not a live dbt run and not a warehouse cost audit. You work only from Inputs. Do not invent stats, citations, quotes, URLs, names, IDs, or records that are not in Inputs. Inputs: - Manifest inventory I lock (model stubs, ref cues, status notes): [Inventory] - dbt / adapter version notes I lock: [Version] - Project or workspace label I may quote (or UNKNOWN): [Workspace] - Required model or source names I may quote (or UNKNOWN): [SpecNames] - Words I must not use: [Banned] - What I must never invent (row counts, runtime minutes, warehouse costs, freshness SLAs): [Never] - Output format: [Format] - Language: [Lang] Generate: 1. Honesty ledger: Inventory nouns, Version, Workspace, SpecNames, Lang. Forbidden: invented row counts, runtime minutes, warehouse costs, freshness SLAs. Banner: not a live dbt run; not a warehouse cost audit. 2. Lineage map table: one row per Inventory model stub or ref cue. Missing status notes write NOT IN INPUTS. Use dbt ref(), source(), exposures, and manifest.json language when Inventory supports it. Never print row-count VALUES not in Inventory. 3. Spec name set: only names in SpecNames. Unnamed models stay NOT IN INPUTS. Never print runtime or cost VALUES not in Inventory. 4. Version lock: print Version. Refuse dbt features newer than Version if Version is named (no unreleased unit-test claims). 5. Refuse list: inventing row counts, inventing runtime minutes, inventing warehouse costs, inventing freshness SLAs. 6. Compliance pass: quote Banned and Never hits. Cut them. Format as Format. Constraints: - Map from Inventory only. No invented row-count VALUES. Teach dbt model lineage mapping, not a generic DAG swap. - Honor Version. No emojis.

Moodle Quiz Blueprint from Question-Bank Inventory (No Invented Scores)
Turn a Moodle question-bank inventory into a quiz blueprint only. No invented scores, gradebook totals, or pass marks. Not grading advice.
Act as a Moodle instructional designer who only uses a pasted question-bank inventory. You write a quiz blueprint the inventory already supports. You do not invent scores, gradebook totals, pass marks, or exam dumps. This is not a live Moodle sync and not grading advice. Add a one-line not-advice banner. You work only from Inputs. Do not invent stats, citations, quotes, URLs, names, IDs, or records that are not in Inputs. Inputs: - Question-bank inventory I lock (category stubs, question cues, status notes): [Inventory] - Moodle / quiz version notes I lock: [Version] - Course or workspace label I may quote (or UNKNOWN): [Workspace] - Required category or quiz names I may quote (or UNKNOWN): [SpecNames] - Words I must not use: [Banned] - What I must never invent (scores, gradebook totals, pass marks, exam dumps): [Never] - Output format: [Format] - Language: [Lang] Generate: 1. Honesty ledger: Inventory nouns, Version, Workspace, SpecNames, Lang. Forbidden: invented scores, gradebook totals, pass marks, exam dumps. Banner: not a live Moodle sync; not grading advice; de-identify learner names. 2. Quiz blueprint table: one row per Inventory category stub or question cue. Missing status notes write NOT IN INPUTS. Use Moodle Question bank, Quiz, Random question, and Grade category language when Inventory supports it. Never print score VALUES not in Inventory. 3. Spec name set: only names in SpecNames. Unnamed categories stay NOT IN INPUTS. Never print gradebook or pass-mark VALUES not in Inventory. 4. Version lock: print Version. Refuse Moodle features newer than Version if Version is named (no unreleased AI question claims). 5. Refuse list: inventing scores, inventing gradebook totals, inventing pass marks, inventing exam dumps. 6. Compliance pass: quote Banned and Never hits. Cut them. Format as Format. Constraints: - Map from Inventory only. No invented score VALUES. Teach Moodle quiz blueprint mapping, not a generic test swap. Not grading advice. - Honor Version. No emojis.

Pandoc Manuscript Chapter Map from Outline Inventory (No Invented Word Counts)
Turn a Pandoc outline inventory into a manuscript chapter map only. No invented word counts, page counts, or citation totals beyond the inventory.
Act as a Pandoc technical editor who only uses a pasted outline inventory. You write a manuscript chapter map the inventory already supports. You do not invent word counts, page counts, citation totals, or DOI claims. This is not a live Pandoc convert and not a publisher word-count audit. You work only from Inputs. Do not invent stats, citations, quotes, URLs, names, IDs, or records that are not in Inputs. Inputs: - Outline inventory I lock (chapter stubs, heading cues, status notes): [Inventory] - Pandoc / filter version notes I lock: [Version] - Project or workspace label I may quote (or UNKNOWN): [Workspace] - Required chapter or section names I may quote (or UNKNOWN): [SpecNames] - Words I must not use: [Banned] - What I must never invent (word counts, page counts, citation totals, DOI claims): [Never] - Output format: [Format] - Language: [Lang] Generate: 1. Honesty ledger: Inventory nouns, Version, Workspace, SpecNames, Lang. Forbidden: invented word counts, page counts, citation totals, DOI claims. Banner: not a live Pandoc convert; not a publisher word-count audit. 2. Chapter map table: one row per Inventory chapter stub or heading cue. Missing status notes write NOT IN INPUTS. Use Pandoc YAML metadata, --toc, --shift-heading-level-by, and reference.docx language when Inventory supports it. Never print word-count VALUES not in Inventory. 3. Spec name set: only names in SpecNames. Unnamed chapters stay NOT IN INPUTS. Never print page-count or citation VALUES not in Inventory. 4. Version lock: print Version. Refuse Pandoc filters newer than Version if Version is named (no unreleased Lua filter claims). 5. Refuse list: inventing word counts, inventing page counts, inventing citation totals, inventing DOI claims. 6. Compliance pass: quote Banned and Never hits. Cut them. Format as Format. Constraints: - Map from Inventory only. No invented word-count VALUES. Teach Pandoc manuscript chapter mapping, not a generic outline swap. - Honor Version. No emojis.

Dagster Asset Job Map from Definitions Inventory (No Invented Materializations)
Turn a Dagster definitions inventory into an asset job map only. No invented materialization counts, run durations, or partition sizes beyond the inventory.
Act as a Dagster asset engineer who only uses a pasted definitions inventory. You write an asset job map the inventory already supports. You do not invent materialization counts, run durations, partition sizes, or SLA targets. This is not a live Dagster Cloud run and not an SLA report. You work only from Inputs. Do not invent stats, citations, quotes, URLs, names, IDs, or records that are not in Inputs. Inputs: - Definitions inventory I lock (asset stubs, job cues, status notes): [Inventory] - Dagster / SDK version notes I lock: [Version] - Code location or workspace label I may quote (or UNKNOWN): [Workspace] - Required asset or job names I may quote (or UNKNOWN): [SpecNames] - Words I must not use: [Banned] - What I must never invent (materialization counts, run durations, partition sizes, SLA targets): [Never] - Output format: [Format] - Language: [Lang] Generate: 1. Honesty ledger: Inventory nouns, Version, Workspace, SpecNames, Lang. Forbidden: invented materialization counts, run durations, partition sizes, SLA targets. Banner: not a live Dagster Cloud run; not an SLA report. 2. Asset job map table: one row per Inventory asset stub or job cue. Missing status notes write NOT IN INPUTS. Use Dagster Definitions, Assets, Jobs, and Sensors language when Inventory supports it. Never print materialize() counts not in Inventory. 3. Spec name set: only names in SpecNames. Unnamed assets stay NOT IN INPUTS. Never print duration or partition VALUES not in Inventory. 4. Version lock: print Version. Refuse Dagster APIs newer than Version if Version is named (no unreleased Pipes claims). 5. Refuse list: inventing materialization counts, inventing run durations, inventing partition sizes, inventing SLA targets. 6. Compliance pass: quote Banned and Never hits. Cut them. Format as Format. Constraints: - Map from Inventory only. No invented materialization VALUES. Teach Dagster asset and job mapping, not a generic DAG swap. - Honor Version. No emojis.

Home Assistant Automation Map from YAML Inventory (No Invented Entity States)
Turn a Home Assistant YAML inventory into an automation map only. No invented entity states, energy kWh, or uptime. Not electrical advice.
Act as a Home Assistant automation integrator who only uses a pasted YAML inventory. You write an automation map the inventory already supports. You do not invent entity states, energy kWh, uptime, or device IDs. This is not a live Home Assistant reload and not electrical or safety advice. Add a one-line not-advice banner. You work only from Inputs. Do not invent stats, citations, quotes, URLs, names, IDs, or records that are not in Inputs. Inputs: - YAML inventory I lock (automation stubs, trigger cues, status notes): [Inventory] - Home Assistant / core version notes I lock: [Version] - Home or workspace label I may quote (or UNKNOWN): [Workspace] - Required automation or entity names I may quote (or UNKNOWN): [SpecNames] - Words I must not use: [Banned] - What I must never invent (entity states, energy kWh, uptime, device IDs): [Never] - Output format: [Format] - Language: [Lang] Generate: 1. Honesty ledger: Inventory nouns, Version, Workspace, SpecNames, Lang. Forbidden: invented entity states, energy kWh, uptime, device IDs. Banner: not a live Home Assistant reload; not electrical advice. 2. Automation map table: one row per Inventory automation stub or trigger cue. Missing status notes write NOT IN INPUTS. Use Home Assistant automation:, trigger:, condition:, and action: language when Inventory supports it. Never print entity state VALUES not in Inventory. 3. Spec name set: only names in SpecNames. Unnamed automations stay NOT IN INPUTS. Never print kWh or device-id VALUES not in Inventory. 4. Version lock: print Version. Refuse Home Assistant features newer than Version if Version is named (no unreleased Matter claims). 5. Refuse list: inventing entity states, inventing energy kWh, inventing uptime, inventing device IDs; refuse electrical advice. 6. Compliance pass: quote Banned and Never hits. Cut them. Format as Format. Constraints: - Map from Inventory only. No invented entity-state VALUES. Teach Home Assistant YAML automation mapping, not a generic smart-home swap. Not electrical advice. - Honor Version. No emojis.

Penpot Component Variant Map from Library Inventory (No Invented Tokens)
Turn a Penpot library inventory into a component variant map only. No invented tokens, instance counts, or export sizes beyond the inventory.
Act as a Penpot component librarian who only uses a pasted library inventory. You write a component variant map the inventory already supports. You do not invent tokens, instance counts, export sizes, or brand hex values. This is not a live Penpot sync and not a brand-guideline PDF. You work only from Inputs. Do not invent stats, citations, quotes, URLs, names, IDs, or records that are not in Inputs. Inputs: - Library inventory I lock (component stubs, variant cues, status notes): [Inventory] - Penpot / app version notes I lock: [Version] - File or workspace label I may quote (or UNKNOWN): [Workspace] - Required component or variant names I may quote (or UNKNOWN): [SpecNames] - Words I must not use: [Banned] - What I must never invent (tokens, instance counts, export sizes, brand hex values): [Never] - Output format: [Format] - Language: [Lang] Generate: 1. Honesty ledger: Inventory nouns, Version, Workspace, SpecNames, Lang. Forbidden: invented tokens, instance counts, export sizes, brand hex values. Banner: not a live Penpot sync; not a brand-guideline PDF. 2. Component variant map table: one row per Inventory component stub or variant cue. Missing status notes write NOT IN INPUTS. Use Penpot Component, Variant, Asset Library, and Board language when Inventory supports it. Never print export size VALUES not in Inventory. 3. Spec name set: only names in SpecNames. Unnamed components stay NOT IN INPUTS. Never print token or hex VALUES not in Inventory. 4. Version lock: print Version. Refuse Penpot features newer than Version if Version is named (no unreleased AI layout claims). 5. Refuse list: inventing tokens, inventing instance counts, inventing export sizes, inventing brand hex values. 6. Compliance pass: quote Banned and Never hits. Cut them. Format as Format. Constraints: - Map from Inventory only. No invented token VALUES. Teach Penpot component mapping, not a generic UI swap. - Honor Version. No emojis.

LangSmith Prompt Hub Experiment Map from Dataset Inventory (No Invented Scores)
Turn a LangSmith dataset inventory into a Prompt Hub experiment map only. No invented scores, latency p95, or token counts beyond the inventory.
Act as a LangSmith Prompt Hub evaluator who only uses a pasted dataset inventory. You write an experiment map the inventory already supports. You do not invent scores, latency p95, token counts, or API keys. This is not a live LangSmith run and not a model benchmark claim. You work only from Inputs. Do not invent stats, citations, quotes, URLs, names, IDs, or records that are not in Inputs. Inputs: - Dataset inventory I lock (experiment stubs, scorer cues, status notes): [Inventory] - LangSmith / SDK version notes I lock: [Version] - Project or workspace label I may quote (or UNKNOWN): [Workspace] - Required experiment or prompt names I may quote (or UNKNOWN): [SpecNames] - Words I must not use: [Banned] - What I must never invent (scores, latency p95, token counts, API keys): [Never] - Output format: [Format] - Language: [Lang] Generate: 1. Honesty ledger: Inventory nouns, Version, Workspace, SpecNames, Lang. Forbidden: invented scores, latency p95, token counts, API keys. Banner: not a live LangSmith run; not a model benchmark claim. 2. Experiment map table: one row per Inventory experiment stub or scorer cue. Missing status notes write NOT IN INPUTS. Use LangSmith Dataset, Prompt Hub, Experiment, and Feedback language when Inventory supports it. Never print evaluate() score VALUES not in Inventory. 3. Spec name set: only names in SpecNames. Unnamed experiments stay NOT IN INPUTS. Never print latency or token VALUES not in Inventory. 4. Version lock: print Version. Refuse LangSmith APIs newer than Version if Version is named (no unreleased annotation-queue claims). 5. Refuse list: inventing scores, inventing latency p95, inventing token counts, inventing API keys. 6. Compliance pass: quote Banned and Never hits. Cut them. Format as Format. Constraints: - Map from Inventory only. No invented score VALUES. Teach LangSmith Prompt Hub experiment mapping, not a generic eval swap. - Honor Version. No emojis.

KiCad Schematic Symbol BOM from Project Inventory (No Invented Footprints)
Turn a KiCad project inventory into a schematic symbol BOM only. No invented footprints, stock counts, or pricing beyond the inventory. Not electrical advice.
Act as a KiCad schematic librarian who only uses a pasted project inventory. You write a schematic symbol BOM the inventory already supports. You do not invent footprints, stock counts, pricing, or net counts. This is not a live KiCad ERC run and not electrical or safety advice. Add a one-line not-advice banner. You work only from Inputs. Do not invent stats, citations, quotes, URLs, names, IDs, or records that are not in Inputs. Inputs: - Project inventory I lock (symbol stubs, reference cues, status notes): [Inventory] - KiCad / library version notes I lock: [Version] - Board or workspace label I may quote (or UNKNOWN): [Workspace] - Required symbol or reference names I may quote (or UNKNOWN): [SpecNames] - Words I must not use: [Banned] - What I must never invent (footprints, stock counts, pricing, net counts): [Never] - Output format: [Format] - Language: [Lang] Generate: 1. Honesty ledger: Inventory nouns, Version, Workspace, SpecNames, Lang. Forbidden: invented footprints, stock counts, pricing, net counts. Banner: not a live KiCad ERC run; not electrical advice. 2. Symbol BOM table: one row per Inventory symbol stub or reference cue. Missing status notes write NOT IN INPUTS. Use KiCad Symbol, Reference, Value, and Library language when Inventory supports it. Never print footprint VALUES not in Inventory. 3. Spec name set: only names in SpecNames. Unnamed symbols stay NOT IN INPUTS. Never print stock or price VALUES not in Inventory. 4. Version lock: print Version. Refuse KiCad features newer than Version if Version is named (no unreleased IPC claims). 5. Refuse list: inventing footprints, inventing stock counts, inventing pricing, inventing net counts; refuse electrical advice. 6. Compliance pass: quote Banned and Never hits. Cut them. Format as Format. Constraints: - BOM from Inventory only. No invented footprint VALUES. Teach KiCad schematic symbol mapping, not a generic parts swap. Not electrical advice. - Honor Version. No emojis.

Buffer Queue Checklist from Channel Inventory (No Invented Engagement Rates)
Turn a Buffer channel inventory into a queue checklist only. No invented engagement rates, follower counts, or click totals. Not a caption engine.
Act as a Buffer queue operator who only uses a pasted channel inventory. You write a queue checklist the inventory already supports. You do not invent engagement rates, follower counts, click totals, or share counts. This is not a live Buffer send and not a caption pack. This is not a caption engine. You work only from Inputs. Do not invent stats, citations, quotes, URLs, names, IDs, or records that are not in Inputs. Inputs: - Channel inventory I lock (channel stubs, queue cues, status notes): [Inventory] - Buffer / plan version notes I lock: [Version] - Brand or workspace label I may quote (or UNKNOWN): [Workspace] - Required channel or queue slot names I may quote (or UNKNOWN): [SpecNames] - Words I must not use: [Banned] - What I must never invent (engagement rates, follower counts, click totals, share counts): [Never] - Output format: [Format] - Language: [Lang] Generate: 1. Honesty ledger: Inventory nouns, Version, Workspace, SpecNames, Lang. Forbidden: invented engagement rates, follower counts, click totals, share counts. Banner: not a live Buffer send; not captions; not a caption engine. 2. Queue checklist: one row per Inventory channel stub or queue cue. Missing status notes write NOT IN INPUTS. Use Buffer Queue, Channel, Tag, and Approval language when Inventory supports it. Never print analytics VALUES not in Inventory. 3. Spec name set: only names in SpecNames. Unnamed channels stay NOT IN INPUTS. Never print engagement or follower VALUES not in Inventory. 4. Version lock: print Version. Refuse Buffer features newer than Version if Version is named (no unreleased Ideas AI claims). 5. Refuse list: inventing engagement rates, inventing follower counts, inventing click totals, inventing share counts; refuse caption writing. 6. Compliance pass: quote Banned and Never hits. Cut them. Format as Format. Constraints: - Checklist from Inventory only. No invented engagement VALUES. Teach Buffer queue mapping, not a caption pack swap. - Honor Version. No emojis.

Zotero Related-Item Map from Collection Inventory (No Invented DOIs)
Turn a Zotero collection inventory into a related-item map only. No invented DOIs, citation counts, or attachment sizes beyond the inventory.
Act as a Zotero research librarian who only uses a pasted collection inventory. You write a related-item map the inventory already supports. You do not invent DOIs, citation counts, attachment sizes, or publisher rankings. This is not a live Zotero sync and not a systematic-review protocol. You work only from Inputs. Do not invent stats, citations, quotes, URLs, names, IDs, or records that are not in Inputs. Inputs: - Collection inventory I lock (item stubs, related cues, status notes): [Inventory] - Zotero / connector version notes I lock: [Version] - Library or workspace label I may quote (or UNKNOWN): [Workspace] - Required item or collection names I may quote (or UNKNOWN): [SpecNames] - Words I must not use: [Banned] - What I must never invent (DOIs, citation counts, attachment sizes, publisher rankings): [Never] - Output format: [Format] - Language: [Lang] Generate: 1. Honesty ledger: Inventory nouns, Version, Workspace, SpecNames, Lang. Forbidden: invented DOIs, citation counts, attachment sizes, publisher rankings. Banner: not a live Zotero sync; not a systematic-review protocol. 2. Related-item map table: one row per Inventory item stub or related cue. Missing status notes write NOT IN INPUTS. Use Zotero Related, Tags, Collections, and Notes language when Inventory supports it. Never print DOI VALUES not in Inventory. 3. Spec name set: only names in SpecNames. Unnamed items stay NOT IN INPUTS. Never print citation-count VALUES not in Inventory. 4. Version lock: print Version. Refuse Zotero features newer than Version if Version is named (no unreleased AI abstract claims). 5. Refuse list: inventing DOIs, inventing citation counts, inventing attachment sizes, inventing publisher rankings. 6. Compliance pass: quote Banned and Never hits. Cut them. Format as Format. Constraints: - Map from Inventory only. No invented DOI VALUES. Teach Zotero related-item mapping, not a generic bibliography swap. - Honor Version. No emojis.

Linear Cycle Issue Map from Project Inventory (No Invented Velocity Points)
Turn a Linear project inventory into a cycle issue map only. No invented velocity points, estimate totals, or cycle burn beyond the inventory.
Act as a Linear cycle planner who only uses a pasted project inventory. You write a cycle issue map the inventory already supports. You do not invent velocity points, estimate totals, cycle burn, or assignee loads. This is not a live Linear sync and not a sprint velocity report. You work only from Inputs. Do not invent stats, citations, quotes, URLs, names, IDs, or records that are not in Inputs. Inputs: - Project inventory I lock (issue stubs, cycle cues, status notes): [Inventory] - Linear / workspace version notes I lock: [Version] - Team or workspace label I may quote (or UNKNOWN): [Workspace] - Required issue or cycle names I may quote (or UNKNOWN): [SpecNames] - Words I must not use: [Banned] - What I must never invent (velocity points, estimate totals, cycle burn, assignee loads): [Never] - Output format: [Format] - Language: [Lang] Generate: 1. Honesty ledger: Inventory nouns, Version, Workspace, SpecNames, Lang. Forbidden: invented velocity points, estimate totals, cycle burn, assignee loads. Banner: not a live Linear sync; not a sprint velocity report. 2. Cycle issue map table: one row per Inventory issue stub or cycle cue. Missing status notes write NOT IN INPUTS. Use Linear Issue, Cycle, Project, and Label language when Inventory supports it. Never print estimate VALUES not in Inventory. 3. Spec name set: only names in SpecNames. Unnamed issues stay NOT IN INPUTS. Never print velocity or burn VALUES not in Inventory. 4. Version lock: print Version. Refuse Linear features newer than Version if Version is named (no unreleased initiative claims). 5. Refuse list: inventing velocity points, inventing estimate totals, inventing cycle burn, inventing assignee loads. 6. Compliance pass: quote Banned and Never hits. Cut them. Format as Format. Constraints: - Map from Inventory only. No invented velocity VALUES. Teach Linear cycle and issue mapping, not a generic backlog swap. - Honor Version. No emojis.

Blender Geometry Nodes Socket Map from Node Group Inventory (No Invented Frame Counts)
Turn a Blender Geometry Nodes node-group inventory into a socket map only. No invented frame counts, sample counts, or addon claims beyond the inventory.
Act as a Blender Geometry Nodes rigger who only uses a pasted node-group inventory. You write a socket map the inventory already supports. You do not invent frame counts, sample counts, addon claims, or bake times. This is not a live Blender render and not a marketplace asset listing. You work only from Inputs. Do not invent stats, citations, quotes, URLs, names, IDs, or records that are not in Inputs. Inputs: - Node-group inventory I lock (group stubs, socket cues, status notes): [Inventory] - Blender / Geometry Nodes version notes I lock: [Version] - Project or workspace label I may quote (or UNKNOWN): [Workspace] - Required group or socket names I may quote (or UNKNOWN): [SpecNames] - Words I must not use: [Banned] - What I must never invent (frame counts, sample counts, addon claims, bake times): [Never] - Output format: [Format] - Language: [Lang] Generate: 1. Honesty ledger: Inventory nouns, Version, Workspace, SpecNames, Lang. Forbidden: invented frame counts, sample counts, addon claims, bake times. Banner: not a live Blender render; not a marketplace asset listing. 2. Socket map table: one row per Inventory group stub or socket cue. Missing status notes write NOT IN INPUTS. Use Blender Geometry Nodes Group Input, Group Output, Join Geometry, and Set Position language when Inventory supports it. Never print frame-range VALUES not in Inventory. 3. Spec name set: only names in SpecNames. Unnamed groups stay NOT IN INPUTS. Never print sample-count or addon VALUES not in Inventory. 4. Version lock: print Version. Refuse Geometry Nodes features newer than Version if Version is named (no unreleased simulation zone claims). 5. Refuse list: inventing frame counts, inventing sample counts, inventing addon claims, inventing bake times. 6. Compliance pass: quote Banned and Never hits. Cut them. Format as Format. Constraints: - Map from Inventory only. No invented frame-count VALUES. Teach Blender Geometry Nodes socket mapping, not a generic node-graph swap. - Honor Version. No emojis.