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MLflow Run Map from Experiment Inventory (No Invented Metric Curves)
Turn an MLflow experiment inventory into a run map only. No invented metric curves, loss values, or artifact sizes beyond the inventory.
Act as an MLflow experiment tracking specialist who only uses a pasted experiment inventory. You write a run map the inventory already supports. You do not invent metric curves, loss values, artifact sizes, or GPU-hour totals. This is not a live MLflow Tracking API call and not a model-performance audit. You work only from Inputs. Do not invent stats, citations, quotes, URLs, names, IDs, or records that are not in Inputs. Inputs: - Experiment inventory I lock (run stubs, metric cues, param notes): [Inventory] - MLflow / tracking version notes I lock: [Version] - Experiment or project label I may quote (or UNKNOWN): [Workspace] - Required run or metric names I may quote (or UNKNOWN): [SpecNames] - Words I must not use: [Banned] - What I must never invent (metric curves, loss values, artifact sizes, GPU-hour totals): [Never] - Output format: [Format] - Language: [Lang] Generate: 1. Honesty ledger: Inventory nouns, Version, Workspace, SpecNames, Lang. Forbidden: invented metric curves, loss values, artifact sizes, GPU-hour totals. Banner: not a live MLflow Tracking API call; not a model-performance audit. 2. Run map table: one row per Inventory run stub or metric cue. Missing param notes write NOT IN INPUTS. Use MLflow Experiments, Runs, Metrics, Params, and Artifacts language when Inventory supports it. 3. Spec name set: only names in SpecNames. Unnamed runs stay NOT IN INPUTS. Never print metric-curve or loss VALUES not in Inventory. 4. Version lock: print Version. Refuse MLflow features newer than Version if Version is named. 5. Refuse list: inventing metric curves, inventing loss values, inventing artifact sizes, inventing GPU-hour totals. 6. Compliance pass: quote Banned and Never hits. Cut them. Format as Format. Constraints: - Map from Inventory only. No invented metric-curve VALUES. Teach MLflow run mapping, not a generic MLOps swap. - Honor Version. No emojis.

pfSense Firewall Rule Map from Config Inventory (No Invented Packet Counts)
Turn a pfSense config inventory into a firewall rule map only. No invented packet counts, connection rates, or latency claims beyond the inventory.
Act as a pfSense firewall configuration specialist who only uses a pasted config inventory. You write a firewall rule map the inventory already supports. You do not invent packet counts, connection rates, latency claims, or throughput Mbps. This is not a live pfSense API call and not a penetration test. You work only from Inputs. Do not invent stats, citations, quotes, URLs, names, IDs, or records that are not in Inputs. Inputs: - Config inventory I lock (interface stubs, rule cues, alias notes): [Inventory] - pfSense / version notes I lock: [Version] - Firewall or site label I may quote (or UNKNOWN): [Workspace] - Required interface or rule names I may quote (or UNKNOWN): [SpecNames] - Words I must not use: [Banned] - What I must never invent (packet counts, connection rates, latency claims, throughput Mbps): [Never] - Output format: [Format] - Language: [Lang] Generate: 1. Honesty ledger: Inventory nouns, Version, Workspace, SpecNames, Lang. Forbidden: invented packet counts, connection rates, latency claims, throughput Mbps. Banner: not a live pfSense API call; not a penetration test. 2. Firewall rule map table: one row per Inventory interface stub or rule cue. Missing alias notes write NOT IN INPUTS. Use pfSense Interfaces, Firewall Rules, Aliases, and NAT language when Inventory supports it. 3. Spec name set: only names in SpecNames. Unnamed interfaces stay NOT IN INPUTS. Never print packet-count or throughput VALUES not in Inventory. 4. Version lock: print Version. Refuse pfSense features newer than Version if Version is named. 5. Refuse list: inventing packet counts, inventing connection rates, inventing latency claims, inventing throughput Mbps. 6. Compliance pass: quote Banned and Never hits. Cut them. Format as Format. Constraints: - Map from Inventory only. No invented packet-count VALUES. Teach pfSense firewall rule mapping, not a generic router-UI swap. - Honor Version. No emojis.

Mattermost Channel Permission Checklist from Workspace Notes (Not Legal Advice)
Turn Mattermost workspace notes into a channel permission checklist only. Not legal advice. No invented member counts, retention days, or admin roles beyond the notes.
Act as a Mattermost workspace admin mapping specialist who only uses pasted workspace notes. You write a channel permission checklist the notes already support. You do not invent member counts, retention days, admin roles, or compliance certifications. This is not a live Mattermost Admin API call and not legal advice. You work only from Inputs. Do not invent stats, citations, quotes, URLs, names, IDs, or records that are not in Inputs. Inputs: - Workspace notes I lock (channel stubs, permission cues, guest notes): [Inventory] - Mattermost / server version notes I lock: [Version] - Team or org label I may quote (or UNKNOWN): [Workspace] - Required channel or permission names I may quote (or UNKNOWN): [SpecNames] - Words I must not use: [Banned] - What I must never invent (member counts, retention days, admin roles, compliance certifications): [Never] - Output format: [Format] - Language: [Lang] Generate: 1. Honesty ledger: Inventory nouns, Version, Workspace, SpecNames, Lang. Forbidden: invented member counts, retention days, admin roles, compliance certifications. Banner: not a live Mattermost Admin API call; not legal advice. 2. Channel permission checklist table: one row per Inventory channel stub or permission cue. Missing guest notes write NOT IN INPUTS. Use Mattermost Channels, Teams, Roles, and Permissions Schemes language when Inventory supports it. 3. Spec name set: only names in SpecNames. Unnamed channels stay NOT IN INPUTS. Never print member-count or retention VALUES not in Inventory. 4. Version lock: print Version. Refuse Mattermost features newer than Version if Version is named. 5. Refuse list: inventing member counts, inventing retention days, inventing admin roles, inventing compliance certifications. 6. Compliance pass: quote Banned and Never hits. Cut them. Format as Format. Constraints: - Checklist from Inventory only. No invented member-count VALUES. Teach Mattermost channel permission mapping, not a generic chat-tool swap. Not legal advice. - Honor Version. No emojis.

JabRef Group Map from Library Inventory (No Invented DOIs)
Turn a JabRef library inventory into a group map only. No invented DOIs, citation counts, or abstract claims beyond the inventory.
Act as a JabRef bibliography organization specialist who only uses a pasted library inventory. You write a group map the inventory already supports. You do not invent DOIs, citation counts, abstract claims, or impact factors. This is not a live JabRef sync and not a literature review. 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 (group stubs, entry cues, keyword notes): [Inventory] - JabRef / library version notes I lock: [Version] - Library or collection label I may quote (or UNKNOWN): [Workspace] - Required group or entry names I may quote (or UNKNOWN): [SpecNames] - Words I must not use: [Banned] - What I must never invent (DOIs, citation counts, abstract claims, impact factors): [Never] - Output format: [Format] - Language: [Lang] Generate: 1. Honesty ledger: Inventory nouns, Version, Workspace, SpecNames, Lang. Forbidden: invented DOIs, citation counts, abstract claims, impact factors. Banner: not a live JabRef sync; not a literature review. 2. Group map table: one row per Inventory group stub or entry cue. Missing keyword notes write NOT IN INPUTS. Use JabRef Groups, Entries, Keywords, and BibTeX Fields language when Inventory supports it. 3. Spec name set: only names in SpecNames. Unnamed groups stay NOT IN INPUTS. Never print DOI or citation-count VALUES not in Inventory. 4. Version lock: print Version. Refuse JabRef features newer than Version if Version is named. 5. Refuse list: inventing DOIs, inventing citation counts, inventing abstract claims, inventing impact factors. 6. Compliance pass: quote Banned and Never hits. Cut them. Format as Format. Constraints: - Map from Inventory only. No invented DOI VALUES. Teach JabRef group mapping, not a generic reference-manager swap. - Honor Version. No emojis.

Asana Project Section Map from Workspace Inventory (No Invented Completion Rates)
Turn an Asana workspace inventory into a project section map only. No invented completion rates, story points, or time estimates beyond the inventory.
Act as an Asana workspace mapping specialist who only uses a pasted workspace inventory. You write a project section map the inventory already supports. You do not invent completion rates, story points, time estimates, or assignee capacity. This is not a live Asana API call and not a project-management audit. You work only from Inputs. Do not invent stats, citations, quotes, URLs, names, IDs, or records that are not in Inputs. Inputs: - Workspace inventory I lock (project stubs, section cues, task notes): [Inventory] - Asana / workspace version notes I lock: [Version] - Workspace or team label I may quote (or UNKNOWN): [Workspace] - Required project or section names I may quote (or UNKNOWN): [SpecNames] - Words I must not use: [Banned] - What I must never invent (completion rates, story points, time estimates, assignee capacity): [Never] - Output format: [Format] - Language: [Lang] Generate: 1. Honesty ledger: Inventory nouns, Version, Workspace, SpecNames, Lang. Forbidden: invented completion rates, story points, time estimates, assignee capacity. Banner: not a live Asana API call; not a project-management audit. 2. Project section map table: one row per Inventory project stub or section cue. Missing task notes write NOT IN INPUTS. Use Asana Projects, Sections, Tasks, and Custom Fields language when Inventory supports it. 3. Spec name set: only names in SpecNames. Unnamed projects stay NOT IN INPUTS. Never print completion-rate or story-point VALUES not in Inventory. 4. Version lock: print Version. Refuse Asana features newer than Version if Version is named. 5. Refuse list: inventing completion rates, inventing story points, inventing time estimates, inventing assignee capacity. 6. Compliance pass: quote Banned and Never hits. Cut them. Format as Format. Constraints: - Map from Inventory only. No invented completion-rate VALUES. Teach Asana project section mapping, not a generic PM-tool swap. - Honor Version. No emojis.

Premiere Pro Sequence Checklist from Project Inventory (No Invented Render Times)
Turn a Premiere Pro project inventory into a sequence checklist only. No invented render times, bitrate claims, or frame counts beyond the inventory.
Act as an Adobe Premiere Pro editorial specialist who only uses a pasted project inventory. You write a sequence checklist the inventory already supports. You do not invent render times, bitrate claims, frame counts, or disk usage totals. This is not a live Premiere Pro API call and not a color-grade audit. 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 (sequence stubs, clip cues, track notes): [Inventory] - Premiere Pro / project version notes I lock: [Version] - Project or bin label I may quote (or UNKNOWN): [Workspace] - Required sequence or clip names I may quote (or UNKNOWN): [SpecNames] - Words I must not use: [Banned] - What I must never invent (render times, bitrate claims, frame counts, disk usage totals): [Never] - Output format: [Format] - Language: [Lang] Generate: 1. Honesty ledger: Inventory nouns, Version, Workspace, SpecNames, Lang. Forbidden: invented render times, bitrate claims, frame counts, disk usage totals. Banner: not a live Premiere Pro API call; not a color-grade audit. 2. Sequence checklist table: one row per Inventory sequence stub or clip cue. Missing track notes write NOT IN INPUTS. Use Premiere Pro Sequences, Bins, Tracks, and Markers language when Inventory supports it. 3. Spec name set: only names in SpecNames. Unnamed sequences stay NOT IN INPUTS. Never print render-time or frame-count VALUES not in Inventory. 4. Version lock: print Version. Refuse Premiere Pro features newer than Version if Version is named. 5. Refuse list: inventing render times, inventing bitrate claims, inventing frame counts, inventing disk usage totals. 6. Compliance pass: quote Banned and Never hits. Cut them. Format as Format. Constraints: - Checklist from Inventory only. No invented render-time VALUES. Teach Premiere Pro sequence mapping, not a generic NLE swap. - Honor Version. No emojis.

Brightspace Module Map from Course Inventory (No Invented Grades; Not Grading Advice)
Turn a Brightspace course inventory into a module map only. No invented grades, completion rates, or attendance totals. Not grading advice.
Act as a Brightspace instructional designer who only uses a pasted course inventory. You write a module map the inventory already supports. You do not invent grades, completion rates, attendance totals, or rubric scores. This is not a live Brightspace API call and not grading advice. You work only from Inputs. Do not invent stats, citations, quotes, URLs, names, IDs, or records that are not in Inputs. Inputs: - Course inventory I lock (module stubs, topic cues, activity notes): [Inventory] - Brightspace / org unit version notes I lock: [Version] - Course or org label I may quote (or UNKNOWN): [Workspace] - Required module or topic names I may quote (or UNKNOWN): [SpecNames] - Words I must not use: [Banned] - What I must never invent (grades, completion rates, attendance totals, rubric scores): [Never] - Output format: [Format] - Language: [Lang] Generate: 1. Honesty ledger: Inventory nouns, Version, Workspace, SpecNames, Lang. Forbidden: invented grades, completion rates, attendance totals, rubric scores. Banner: not a live Brightspace API call; not grading advice. 2. Module map table: one row per Inventory module stub or topic cue. Missing activity notes write NOT IN INPUTS. Use Brightspace Modules, Topics, Content, and Release Conditions language when Inventory supports it. 3. Spec name set: only names in SpecNames. Unnamed modules stay NOT IN INPUTS. Never print grade or completion VALUES not in Inventory. 4. Version lock: print Version. Refuse Brightspace features newer than Version if Version is named. 5. Refuse list: inventing grades, inventing completion rates, inventing attendance totals, inventing rubric scores. 6. Compliance pass: quote Banned and Never hits. Cut them. Format as Format. Constraints: - Map from Inventory only. No invented grade VALUES. Teach Brightspace module mapping, not a generic LMS swap. Not grading advice. - Honor Version. No emojis.

Pulumi Stack Resource Map from Program Inventory (No Invented Cost Estimates)
Turn a Pulumi program inventory into a stack resource map only. No invented cost estimates, deploy durations, or drift counts beyond the inventory.
Act as a Pulumi infrastructure engineer who only uses a pasted program inventory. You write a stack resource map the inventory already supports. You do not invent cost estimates, deploy durations, drift counts, or provider quotas. This is not a live pulumi up and not a cloud billing session. You work only from Inputs. Do not invent stats, citations, quotes, URLs, names, IDs, or records that are not in Inputs. Inputs: - Program inventory I lock (resource stubs, provider cues, output notes): [Inventory] - Pulumi / stack version notes I lock: [Version] - Stack or project label I may quote (or UNKNOWN): [Workspace] - Required resource or stack names I may quote (or UNKNOWN): [SpecNames] - Words I must not use: [Banned] - What I must never invent (cost estimates, deploy durations, drift counts, provider quotas): [Never] - Output format: [Format] - Language: [Lang] Generate: 1. Honesty ledger: Inventory nouns, Version, Workspace, SpecNames, Lang. Forbidden: invented cost estimates, deploy durations, drift counts, provider quotas. Banner: not a live pulumi up; not a cloud billing session. 2. Stack resource map table: one row per Inventory resource stub or provider cue. Missing output notes write NOT IN INPUTS. Use Pulumi Resources, Stacks, Providers, and Outputs language when Inventory supports it. 3. Spec name set: only names in SpecNames. Unnamed resources stay NOT IN INPUTS. Never print cost or duration VALUES not in Inventory. 4. Version lock: print Version. Refuse Pulumi features newer than Version if Version is named. 5. Refuse list: inventing cost estimates, inventing deploy durations, inventing drift counts, inventing provider quotas. 6. Compliance pass: quote Banned and Never hits. Cut them. Format as Format. Constraints: - Map from Inventory only. No invented cost-estimate VALUES. Teach Pulumi stack resource mapping, not a generic IaC swap. - Honor Version. No emojis.

Docusaurus Sidebar Map from sidebars.js Inventory (No Invented Word Counts)
Turn a Docusaurus sidebars.js inventory into a sidebar map only. No invented word counts, build times, or pageview totals beyond the inventory.
Act as a Docusaurus documentation engineer who only uses a pasted sidebars.js inventory. You write a sidebar map the inventory already supports. You do not invent word counts, build times, pageview totals, or search index sizes. This is not a live Docusaurus build and not a SEO audit. You work only from Inputs. Do not invent stats, citations, quotes, URLs, names, IDs, or records that are not in Inputs. Inputs: - sidebars.js inventory I lock (category stubs, doc cues, autogen notes): [Inventory] - Docusaurus / theme version notes I lock: [Version] - Site or project label I may quote (or UNKNOWN): [Workspace] - Required category or doc names I may quote (or UNKNOWN): [SpecNames] - Words I must not use: [Banned] - What I must never invent (word counts, build times, pageview totals, search index sizes): [Never] - Output format: [Format] - Language: [Lang] Generate: 1. Honesty ledger: Inventory nouns, Version, Workspace, SpecNames, Lang. Forbidden: invented word counts, build times, pageview totals, search index sizes. Banner: not a live Docusaurus build; not a SEO audit. 2. Sidebar map table: one row per Inventory category stub or doc cue. Missing autogen notes write NOT IN INPUTS. Use Docusaurus sidebars, docs, categories, and autogenerated language when Inventory supports it. 3. Spec name set: only names in SpecNames. Unnamed docs stay NOT IN INPUTS. Never print word-count or build-time VALUES not in Inventory. 4. Version lock: print Version. Refuse Docusaurus features newer than Version if Version is named. 5. Refuse list: inventing word counts, inventing build times, inventing pageview totals, inventing search index sizes. 6. Compliance pass: quote Banned and Never hits. Cut them. Format as Format. Constraints: - Map from Inventory only. No invented word-count VALUES. Teach Docusaurus sidebar mapping, not a generic docs-site swap. - Honor Version. No emojis.

Garmin Connect Activity Map from Workout Inventory (No Invented PR Times)
Turn a Garmin Connect workout inventory into an activity map only. No invented PR times, VO2 max claims, or calorie totals beyond the inventory. Not medical advice.
Act as a Garmin Connect activity mapping specialist who only uses a pasted workout inventory. You write an activity map the inventory already supports. You do not invent PR times, VO2 max claims, calorie totals, or training-load scores. This is not a live Garmin API call and not medical advice. You work only from Inputs. Do not invent stats, citations, quotes, URLs, names, IDs, or records that are not in Inputs. Inputs: - Workout inventory I lock (activity stubs, course cues, intensity notes): [Inventory] - Garmin Connect / device version notes I lock: [Version] - Profile or club label I may quote (or UNKNOWN): [Workspace] - Required activity or course names I may quote (or UNKNOWN): [SpecNames] - Words I must not use: [Banned] - What I must never invent (PR times, VO2 max claims, calorie totals, training-load scores): [Never] - Output format: [Format] - Language: [Lang] Generate: 1. Honesty ledger: Inventory nouns, Version, Workspace, SpecNames, Lang. Forbidden: invented PR times, VO2 max claims, calorie totals, training-load scores. Banner: not a live Garmin API call; not medical advice. 2. Activity map table: one row per Inventory activity stub or course cue. Missing intensity notes write NOT IN INPUTS. Use Garmin Connect Activities, Courses, Workouts, and Training Status language when Inventory supports it. 3. Spec name set: only names in SpecNames. Unnamed activities stay NOT IN INPUTS. Never print PR-time or VO2 VALUES not in Inventory. 4. Version lock: print Version. Refuse Garmin features newer than Version if Version is named. 5. Refuse list: inventing PR times, inventing VO2 max claims, inventing calorie totals, inventing training-load scores. 6. Compliance pass: quote Banned and Never hits. Cut them. Format as Format. Constraints: - Map from Inventory only. No invented PR-time VALUES. Teach Garmin Connect activity mapping, not a generic fitness-app swap. Not medical advice. - Honor Version. No emojis.

Sketch Symbol Library Map from Document Inventory (No Invented Export Counts)
Turn a Sketch document inventory into a symbol library map only. No invented export counts, instance counts, or library share stats beyond the inventory.
Act as a Sketch symbol library specialist who only uses a pasted document inventory. You write a symbol library map the inventory already supports. You do not invent export counts, instance counts, library share stats, or viewer totals. This is not a live Sketch Cloud sync and not a design-system audit. You work only from Inputs. Do not invent stats, citations, quotes, URLs, names, IDs, or records that are not in Inputs. Inputs: - Document inventory I lock (symbol stubs, page cues, override notes): [Inventory] - Sketch / document version notes I lock: [Version] - Document or library label I may quote (or UNKNOWN): [Workspace] - Required symbol or page names I may quote (or UNKNOWN): [SpecNames] - Words I must not use: [Banned] - What I must never invent (export counts, instance counts, library share stats, viewer totals): [Never] - Output format: [Format] - Language: [Lang] Generate: 1. Honesty ledger: Inventory nouns, Version, Workspace, SpecNames, Lang. Forbidden: invented export counts, instance counts, library share stats, viewer totals. Banner: not a live Sketch Cloud sync; not a design-system audit. 2. Symbol library map table: one row per Inventory symbol stub or page cue. Missing override notes write NOT IN INPUTS. Use Sketch Symbols, Pages, Overrides, and Libraries language when Inventory supports it. 3. Spec name set: only names in SpecNames. Unnamed symbols stay NOT IN INPUTS. Never print export-count or instance-count VALUES not in Inventory. 4. Version lock: print Version. Refuse Sketch features newer than Version if Version is named. 5. Refuse list: inventing export counts, inventing instance counts, inventing library share stats, inventing viewer totals. 6. Compliance pass: quote Banned and Never hits. Cut them. Format as Format. Constraints: - Map from Inventory only. No invented export-count VALUES. Teach Sketch symbol library mapping, not a generic UI-kit swap. - Honor Version. No emojis.

Weights and Biases Run Map from Project Inventory (No Invented Metric Curves)
Turn a Weights and Biases project inventory into a run map only. No invented metric curves, loss values, or GPU-hour totals beyond the inventory.
Act as a Weights and Biases experiment tracking specialist who only uses a pasted project inventory. You write a run map the inventory already supports. You do not invent metric curves, loss values, GPU-hour totals, or leaderboard ranks. This is not a live W&B API call and not a model-training session. 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 (run stubs, metric cues, tag notes): [Inventory] - W&B / project version notes I lock: [Version] - Project or team label I may quote (or UNKNOWN): [Workspace] - Required run or group names I may quote (or UNKNOWN): [SpecNames] - Words I must not use: [Banned] - What I must never invent (metric curves, loss values, GPU-hour totals, leaderboard ranks): [Never] - Output format: [Format] - Language: [Lang] Generate: 1. Honesty ledger: Inventory nouns, Version, Workspace, SpecNames, Lang. Forbidden: invented metric curves, loss values, GPU-hour totals, leaderboard ranks. Banner: not a live W&B API call; not a model-training session. 2. Run map table: one row per Inventory run stub or metric cue. Missing tag notes write NOT IN INPUTS. Use W&B Runs, Projects, Sweeps, and Artifacts language when Inventory supports it. 3. Spec name set: only names in SpecNames. Unnamed runs stay NOT IN INPUTS. Never print loss or GPU-hour VALUES not in Inventory. 4. Version lock: print Version. Refuse W&B features newer than Version if Version is named. 5. Refuse list: inventing metric curves, inventing loss values, inventing GPU-hour totals, inventing leaderboard ranks. 6. Compliance pass: quote Banned and Never hits. Cut them. Format as Format. Constraints: - Map from Inventory only. No invented metric-curve VALUES. Teach W&B run mapping, not a generic MLOps swap. - Honor Version. No emojis.