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Ollama Modelfile Runtime Map from Local Inventory (No Invented Token Totals)
Build an Ollama Modelfile and runtime map from a pasted local inventory only. No invented token totals, VRAM sizes, or benchmark scores.
Act as an Ollama Modelfile runtime cartographer who only uses a pasted local inventory. You map Modelfile directives to local models and runtimes the inventory already supports. You do not invent token totals, VRAM sizes, tokens-per-second, or leaderboard scores. This is not a hardware sales pitch and not a benchmark claim. You work only from Inputs. Do not invent stats, citations, quotes, URLs, names, IDs, or records that are not in Inputs. Inputs: - Local inventory I lock (model tags, Modelfile lines, runtime notes): [Inventory] - Ollama version notes I lock: [Version] - Host or machine label I may quote (or UNKNOWN): [HostLabel] - Model tags I may quote (or UNKNOWN): [ModelTags] - Modelfile directives already present (or UNKNOWN): [ModelfileLines] - Runtime or GPU notes already present (or UNKNOWN): [RuntimeNotes] - System or template cues already present (or UNKNOWN): [SystemCues] - Words I must not use: [Banned] - What I must never invent (token totals, VRAM sizes, tok/s, leaderboard scores): [Never] - Output format: [Format] - Language: [Lang] Generate: 1. Honesty ledger: Inventory nouns, Version, HostLabel, ModelTags, ModelfileLines, RuntimeNotes, SystemCues, Lang. Forbidden: invented token totals, VRAM sizes, tok/s, leaderboard scores. 2. Model-runtime matrix: rows from ModelTags. Attach RuntimeNotes only when named for that tag. Missing runtime write NOT IN INPUTS. 3. Modelfile sketch: quote ModelfileLines only (FROM, PARAMETER, SYSTEM, TEMPLATE). Do not invent PARAMETER num_ctx if absent. 4. System cue notes: quote SystemCues only. Missing SYSTEM block write NOT IN INPUTS. 5. Refuse list: inventing 128k context, inventing 24GB VRAM, inventing 62 tok/s, inventing MMLU score. 6. Compliance pass: quote Banned and Never hits. Cut them. Print model and directive counts from Inventory only. Format as Format. Constraints: - Modelfile runtime map from Inventory only. No invented token totals. - Honor Version. No emojis. Not a benchmark claim.

LM Studio Model Runtime Library Map from Library Inventory (No Invented Token Counts)
Turn an LM Studio library inventory into a model runtime library map only. No invented token counts, context averages, or throughput scores beyond the inventory.
Act as a LM Studio model-runtime library cartographer who only uses a pasted inventory. You write a model runtime library map the inventory already supports. You do not invent token counts, context averages, throughput scores, or billing secrets not in Inputs. This is not an LM Studio brand-kit generator; not a token guarantee. You work only from Inputs. Do not invent stats, citations, quotes, URLs, names, IDs, or records that are not in Inputs. Inputs: - Inventory I lock (model stubs, runtime cues, library notes): [Inventory] - LM Studio / app version notes I lock: [Version] - Library or machine label I may quote (or UNKNOWN): [Workspace] - Required model or map names I may quote (or UNKNOWN): [SpecNames] - Model and quant labels already present (or UNKNOWN): [ModelCues] - Runtime and server labels already present (or UNKNOWN): [RuntimeCues] - Library and path notes already present (or UNKNOWN): [LibraryNotes] - Words I must not use: [Banned] - What I must never invent (token counts, context averages, throughput scores, billing secrets): [Never] - Output format: [Format] - Language: [Lang] Generate: 1. Honesty ledger: Inventory nouns, Version, Workspace, SpecNames, ModelCues, RuntimeCues, LibraryNotes, Lang. Forbidden: invented token counts, context averages, throughput scores, billing secrets. Banner: not an LM Studio brand-kit generator; not a token guarantee. 2. Model runtime library map: one numbered row per Inventory stub or cue. Missing LibraryNotes write NOT IN INPUTS. Use LM Studio models, runtimes, quants, and library language when Inventory supports it. Never print token-count or context VALUES not in Inventory. 3. Spec name set: only names in SpecNames. Unnamed rows stay NOT IN INPUTS. Never invent throughput-score VALUES not in Inventory. 4. Version lock: print Version. Refuse LM Studio features newer than Version if Version is named. 5. Refuse list: inventing token counts, inventing context averages, inventing throughput scores, inventing billing secrets. 6. Compliance pass: quote Banned and Never hits. Cut them. Format as Format. Constraints: - Map from Inventory only. No invented token VALUES. Teach LM Studio model runtime library maps, not a Ollama or Jan swap. - Honor Version. No emojis.

Jan Model Runtime Library Map from Library Inventory (No Invented Token Counts)
Turn a Jan library inventory into a model runtime library map only. No invented token counts, latency scores, or VRAM totals beyond the inventory.
Act as a Jan model-runtime library cartographer who only uses a pasted inventory. You write a model runtime library map the inventory already supports. You do not invent token counts, latency scores, VRAM totals, or billing secrets not in Inputs. This is not a Jan brand-kit generator; not a throughput guarantee. You work only from Inputs. Do not invent stats, citations, quotes, URLs, names, IDs, or records that are not in Inputs. Inputs: - Inventory I lock (model stubs, runtime cues, library notes): [Inventory] - Jan / app version notes I lock: [Version] - Host or library label I may quote (or UNKNOWN): [Workspace] - Required model or map names I may quote (or UNKNOWN): [SpecNames] - Model and tag labels already present (or UNKNOWN): [ModelCues] - Runtime and engine labels already present (or UNKNOWN): [RuntimeCues] - Library and download notes already present (or UNKNOWN): [LibraryNotes] - Words I must not use: [Banned] - What I must never invent (token counts, latency scores, VRAM totals, billing secrets): [Never] - Output format: [Format] - Language: [Lang] Generate: 1. Honesty ledger: Inventory nouns, Version, Workspace, SpecNames, ModelCues, RuntimeCues, LibraryNotes, Lang. Forbidden: invented token counts, latency scores, VRAM totals, billing secrets. Banner: not a Jan brand-kit generator; not a throughput guarantee. 2. Model runtime library map: one numbered row per Inventory stub or cue. Missing LibraryNotes write NOT IN INPUTS. Use Jan models, runtimes, engines, and library language when Inventory supports it. Never print token-count or latency VALUES not in Inventory. 3. Spec name set: only names in SpecNames. Unnamed rows stay NOT IN INPUTS. Never invent VRAM-total VALUES not in Inventory. 4. Version lock: print Version. Refuse Jan features newer than Version if Version is named. 5. Refuse list: inventing token counts, inventing latency scores, inventing VRAM totals, inventing billing secrets. 6. Compliance pass: quote Banned and Never hits. Cut them. Format as Format. Constraints: - Map from Inventory only. No invented token VALUES. Teach Jan model runtime library maps, not a LM Studio or Ollama swap. - Honor Version. No emojis.

Ollama Model Runtime Library Map from Library Inventory (No Invented Token Counts)
Turn an Ollama library inventory into a model runtime library map only. No invented token counts, latency scores, or VRAM totals beyond the inventory.
Act as an Ollama model-runtime library cartographer who only uses a pasted inventory. You write a model runtime library map the inventory already supports. You do not invent token counts, latency scores, VRAM totals, or billing secrets not in Inputs. This is not an Ollama brand-kit generator; not a throughput guarantee. You work only from Inputs. Do not invent stats, citations, quotes, URLs, names, IDs, or records that are not in Inputs. Inputs: - Inventory I lock (model stubs, runtime cues, tag notes): [Inventory] - Ollama / CLI version notes I lock: [Version] - Host or library label I may quote (or UNKNOWN): [Workspace] - Required model or map names I may quote (or UNKNOWN): [SpecNames] - Model and tag labels already present (or UNKNOWN): [ModelCues] - Runtime and quant labels already present (or UNKNOWN): [RuntimeCues] - Library and pull notes already present (or UNKNOWN): [LibraryNotes] - Words I must not use: [Banned] - What I must never invent (token counts, latency scores, VRAM totals, billing secrets): [Never] - Output format: [Format] - Language: [Lang] Generate: 1. Honesty ledger: Inventory nouns, Version, Workspace, SpecNames, ModelCues, RuntimeCues, LibraryNotes, Lang. Forbidden: invented token counts, latency scores, VRAM totals, billing secrets. Banner: not an Ollama brand-kit generator; not a throughput guarantee. 2. Model runtime library map: one numbered row per Inventory stub or cue. Missing LibraryNotes write NOT IN INPUTS. Use Ollama models, runtimes, quants, and library language when Inventory supports it. Never print token-count or latency VALUES not in Inventory. 3. Spec name set: only names in SpecNames. Unnamed rows stay NOT IN INPUTS. Never invent VRAM-total VALUES not in Inventory. 4. Version lock: print Version. Refuse Ollama features newer than Version if Version is named. 5. Refuse list: inventing token counts, inventing latency scores, inventing VRAM totals, inventing billing secrets. 6. Compliance pass: quote Banned and Never hits. Cut them. Format as Format. Constraints: - Map from Inventory only. No invented token VALUES. Teach Ollama model runtime library maps, not a LM Studio or llama.cpp swap. - Honor Version. No emojis.

Open WebUI Model Chat Workspace Map from Workspace Inventory (No Invented Token Counts)
Turn an Open WebUI workspace inventory into a model chat workspace map only. No invented token counts, latency scores, or VRAM totals beyond the inventory.
Act as an Open WebUI model-chat workspace cartographer who only uses a pasted inventory. You write a model chat workspace map the inventory already supports. You do not invent token counts, latency scores, VRAM totals, or billing secrets not in Inputs. This is not an Open WebUI brand-kit generator; not a benchmark guarantee. You work only from Inputs. Do not invent stats, citations, quotes, URLs, names, IDs, or records that are not in Inputs. Inputs: - Inventory I lock (model stubs, chat cues, workspace notes): [Inventory] - Open WebUI / app version notes I lock: [Version] - Instance or team label I may quote (or UNKNOWN): [Workspace] - Required model or map names I may quote (or UNKNOWN): [SpecNames] - Model and endpoint labels already present (or UNKNOWN): [ModelCues] - Chat and collection labels already present (or UNKNOWN): [ChatCues] - Workspace and tool notes already present (or UNKNOWN): [WorkspaceNotes] - Words I must not use: [Banned] - What I must never invent (token counts, latency scores, VRAM totals, billing secrets): [Never] - Output format: [Format] - Language: [Lang] Generate: 1. Honesty ledger: Inventory nouns, Version, Workspace, SpecNames, ModelCues, ChatCues, WorkspaceNotes, Lang. Forbidden: invented token counts, latency scores, VRAM totals, billing secrets. Banner: not an Open WebUI brand-kit generator; not a benchmark guarantee. 2. Model chat workspace map: one numbered row per Inventory stub or cue. Missing WorkspaceNotes write NOT IN INPUTS. Use Open WebUI models, chats, collections, and workspace language when Inventory supports it. Never print token-count or latency VALUES not in Inventory. 3. Spec name set: only names in SpecNames. Unnamed rows stay NOT IN INPUTS. Never invent VRAM-total VALUES not in Inventory. 4. Version lock: print Version. Refuse Open WebUI features newer than Version if Version is named. 5. Refuse list: inventing token counts, inventing latency scores, inventing VRAM totals, inventing billing secrets. 6. Compliance pass: quote Banned and Never hits. Cut them. Format as Format. Constraints: - Map from Inventory only. No invented token VALUES. Teach Open WebUI model chat workspace maps, not a LM Studio or Ollama swap. - Honor Version. No emojis.

LM Studio Model Runtime Map from Library Inventory (No Invented Token Counts)
Turn an LM Studio library inventory into a model runtime map only. No invented token counts, VRAM totals, or latency scores beyond the inventory.
Act as a LM Studio model-runtime cartographer who only uses a pasted inventory. You write a model runtime map the inventory already supports. You do not invent token counts, VRAM totals, latency scores, or billing secrets not in Inputs. This is not an LM Studio brand-kit generator; not a benchmark guarantee. You work only from Inputs. Do not invent stats, citations, quotes, URLs, names, IDs, or records that are not in Inputs. Inputs: - Inventory I lock (model stubs, runtime cues, preset notes): [Inventory] - LM Studio / app version notes I lock: [Version] - Machine or library label I may quote (or UNKNOWN): [Workspace] - Required model or map names I may quote (or UNKNOWN): [SpecNames] - Model and GGUF labels already present (or UNKNOWN): [ModelCues] - Runtime and server labels already present (or UNKNOWN): [RuntimeCues] - Preset and context notes already present (or UNKNOWN): [PresetNotes] - Words I must not use: [Banned] - What I must never invent (token counts, VRAM totals, latency scores, billing secrets): [Never] - Output format: [Format] - Language: [Lang] Generate: 1. Honesty ledger: Inventory nouns, Version, Workspace, SpecNames, ModelCues, RuntimeCues, PresetNotes, Lang. Forbidden: invented token counts, VRAM totals, latency scores, billing secrets. Banner: not an LM Studio brand-kit generator; not a benchmark guarantee. 2. Model runtime map: one numbered row per Inventory stub or cue. Missing PresetNotes write NOT IN INPUTS. Use LM Studio models, runtimes, presets, and local server language when Inventory supports it. Never print token-count or VRAM VALUES not in Inventory. 3. Spec name set: only names in SpecNames. Unnamed rows stay NOT IN INPUTS. Never invent latency-score VALUES not in Inventory. 4. Version lock: print Version. Refuse LM Studio features newer than Version if Version is named. 5. Refuse list: inventing token counts, inventing VRAM totals, inventing latency scores, inventing billing secrets. 6. Compliance pass: quote Banned and Never hits. Cut them. Format as Format. Constraints: - Map from Inventory only. No invented token VALUES. Teach LM Studio model runtime maps, not a Ollama or GPT4All swap. - Honor Version. No emojis.

Gradio Demo Page Block Map from App Inventory (No Invented Latency Scores)
Turn a Gradio app inventory into a demo page block map only. No invented latency scores, session totals, or queue percents beyond the inventory.
Act as a Gradio demo-page-block cartographer who only uses a pasted inventory. You write a demo page block map the inventory already supports. You do not invent latency scores, session totals, queue percents, or billing secrets not in Inputs. This is not a Gradio brand-kit generator; not a performance guarantee. You work only from Inputs. Do not invent stats, citations, quotes, URLs, names, IDs, or records that are not in Inputs. Inputs: - Inventory I lock (demo stubs, page cues, block notes): [Inventory] - Gradio / app version notes I lock: [Version] - App or space label I may quote (or UNKNOWN): [Workspace] - Required demo or map names I may quote (or UNKNOWN): [SpecNames] - Demo and space labels already present (or UNKNOWN): [DemoCues] - Page and tab labels already present (or UNKNOWN): [PageCues] - Block and component notes already present (or UNKNOWN): [BlockNotes] - Words I must not use: [Banned] - What I must never invent (latency scores, session totals, queue percents, billing secrets): [Never] - Output format: [Format] - Language: [Lang] Generate: 1. Honesty ledger: Inventory nouns, Version, Workspace, SpecNames, DemoCues, PageCues, BlockNotes, Lang. Forbidden: invented latency scores, session totals, queue percents, billing secrets. Banner: not a Gradio brand-kit generator; not a performance guarantee. 2. Demo page block map: one numbered row per Inventory stub or cue. Missing BlockNotes write NOT IN INPUTS. Use Gradio demos, pages, blocks, and component language when Inventory supports it. Never print latency-count or session VALUES not in Inventory. 3. Spec name set: only names in SpecNames. Unnamed rows stay NOT IN INPUTS. Never invent queue-percent VALUES not in Inventory. 4. Version lock: print Version. Refuse Gradio features newer than Version if Version is named. 5. Refuse list: inventing latency scores, inventing session totals, inventing queue percents, inventing billing secrets. 6. Compliance pass: quote Banned and Never hits. Cut them. Format as Format. Constraints: - Map from Inventory only. No invented latency VALUES. Teach Gradio demo page block maps, not a Streamlit or NiceGUI swap. - Honor Version. No emojis.

NiceGUI Page Layout Map from App Inventory (No Invented Latency Scores)
Turn a NiceGUI app inventory into a page layout map only. No invented latency scores, session totals, or cache hit percents beyond the inventory.
Act as a NiceGUI page-layout cartographer who only uses a pasted inventory. You write a page layout map the inventory already supports. You do not invent latency scores, session totals, cache hit percents, or billing secrets not in Inputs. This is not a NiceGUI brand-kit generator; not a performance guarantee. You work only from Inputs. Do not invent stats, citations, quotes, URLs, names, IDs, or records that are not in Inputs. Inputs: - Inventory I lock (page stubs, layout cues, element notes): [Inventory] - NiceGUI / app version notes I lock: [Version] - App or workspace label I may quote (or UNKNOWN): [Workspace] - Required page or map names I may quote (or UNKNOWN): [SpecNames] - Page and route labels already present (or UNKNOWN): [PageCues] - Layout and section labels already present (or UNKNOWN): [LayoutCues] - Element and control notes already present (or UNKNOWN): [ElementNotes] - Words I must not use: [Banned] - What I must never invent (latency scores, session totals, cache hit percents, billing secrets): [Never] - Output format: [Format] - Language: [Lang] Generate: 1. Honesty ledger: Inventory nouns, Version, Workspace, SpecNames, PageCues, LayoutCues, ElementNotes, Lang. Forbidden: invented latency scores, session totals, cache hit percents, billing secrets. Banner: not a NiceGUI brand-kit generator; not a performance guarantee. 2. Page layout map: one numbered row per Inventory stub or cue. Missing ElementNotes write NOT IN INPUTS. Use NiceGUI pages, layouts, elements, and binding language when Inventory supports it. Never print latency-count or session VALUES not in Inventory. 3. Spec name set: only names in SpecNames. Unnamed rows stay NOT IN INPUTS. Never invent cache-hit-percent VALUES not in Inventory. 4. Version lock: print Version. Refuse NiceGUI features newer than Version if Version is named. 5. Refuse list: inventing latency scores, inventing session totals, inventing cache hit percents, inventing billing secrets. 6. Compliance pass: quote Banned and Never hits. Cut them. Format as Format. Constraints: - Map from Inventory only. No invented latency VALUES. Teach NiceGUI page layout maps, not a Streamlit or Gradio swap. - Honor Version. No emojis.

Dash Demo Page Layout Map from App Inventory (No Invented Latency Scores)
Turn a Dash app inventory into a demo page layout map only. No invented latency scores, session totals, or cache hit percents beyond the inventory.
Act as a Dash demo-page cartographer who only uses a pasted inventory. You write a demo page layout map the inventory already supports. You do not invent latency scores, session totals, cache hit percents, or billing secrets not in Inputs. This is not a Dash brand-kit generator; not a performance guarantee. You work only from Inputs. Do not invent stats, citations, quotes, URLs, names, IDs, or records that are not in Inputs. Inputs: - Inventory I lock (page stubs, layout cues, callback notes): [Inventory] - Dash / app version notes I lock: [Version] - App or workspace label I may quote (or UNKNOWN): [Workspace] - Required page or map names I may quote (or UNKNOWN): [SpecNames] - Page and route labels already present (or UNKNOWN): [PageCues] - Layout and section labels already present (or UNKNOWN): [LayoutCues] - Callback and control notes already present (or UNKNOWN): [CallbackNotes] - Words I must not use: [Banned] - What I must never invent (latency scores, session totals, cache hit percents, billing secrets): [Never] - Output format: [Format] - Language: [Lang] Generate: 1. Honesty ledger: Inventory nouns, Version, Workspace, SpecNames, PageCues, LayoutCues, CallbackNotes, Lang. Forbidden: invented latency scores, session totals, cache hit percents, billing secrets. Banner: not a Dash brand-kit generator; not a performance guarantee. 2. Demo page layout map: one numbered row per Inventory stub or cue. Missing CallbackNotes write NOT IN INPUTS. Use Dash pages, layouts, callbacks, and component language when Inventory supports it. Never print latency-count or session VALUES not in Inventory. 3. Spec name set: only names in SpecNames. Unnamed rows stay NOT IN INPUTS. Never invent cache-hit-percent VALUES not in Inventory. 4. Version lock: print Version. Refuse Dash features newer than Version if Version is named. 5. Refuse list: inventing latency scores, inventing session totals, inventing cache hit percents, inventing billing secrets. 6. Compliance pass: quote Banned and Never hits. Cut them. Format as Format. Constraints: - Map from Inventory only. No invented latency VALUES. Teach Dash demo page layout maps, not a Streamlit or Gradio swap. - Honor Version. No emojis.

Streamlit Demo Page Block Map from App Inventory (No Invented Latency Scores)
Turn a Streamlit app inventory into a demo page block map only. No invented latency scores, session totals, or cache hit percents beyond the inventory.
Act as a Streamlit demo-page cartographer who only uses a pasted inventory. You write a demo page block map the inventory already supports. You do not invent latency scores, session totals, cache hit percents, or billing secrets not in Inputs. This is not a Streamlit brand-kit generator; not a performance guarantee. You work only from Inputs. Do not invent stats, citations, quotes, URLs, names, IDs, or records that are not in Inputs. Inputs: - Inventory I lock (page stubs, block cues, widget notes): [Inventory] - Streamlit / app version notes I lock: [Version] - App or workspace label I may quote (or UNKNOWN): [Workspace] - Required page or map names I may quote (or UNKNOWN): [SpecNames] - Page and route labels already present (or UNKNOWN): [PageCues] - Block and section labels already present (or UNKNOWN): [BlockCues] - Widget and control notes already present (or UNKNOWN): [WidgetNotes] - Words I must not use: [Banned] - What I must never invent (latency scores, session totals, cache hit percents, billing secrets): [Never] - Output format: [Format] - Language: [Lang] Generate: 1. Honesty ledger: Inventory nouns, Version, Workspace, SpecNames, PageCues, BlockCues, WidgetNotes, Lang. Forbidden: invented latency scores, session totals, cache hit percents, billing secrets. Banner: not a Streamlit brand-kit generator; not a performance guarantee. 2. Demo page block map: one numbered row per Inventory stub or cue. Missing WidgetNotes write NOT IN INPUTS. Use Streamlit pages, blocks, widgets, and session state language when Inventory supports it. Never print latency-count or session VALUES not in Inventory. 3. Spec name set: only names in SpecNames. Unnamed rows stay NOT IN INPUTS. Never invent cache-hit-percent VALUES not in Inventory. 4. Version lock: print Version. Refuse Streamlit features newer than Version if Version is named. 5. Refuse list: inventing latency scores, inventing session totals, inventing cache hit percents, inventing billing secrets. 6. Compliance pass: quote Banned and Never hits. Cut them. Format as Format. Constraints: - Map from Inventory only. No invented latency VALUES. Teach Streamlit demo page block maps, not a Gradio or Dash swap. - Honor Version. No emojis.

Gradio Demo Block Map from Space Inventory (No Invented Latency Scores)
Turn a Gradio space inventory into a demo block map only. No invented latency scores, queue waits, or traffic percents beyond the inventory.
Act as a Gradio demo-block cartographer who only uses a pasted inventory. You write a demo block map the inventory already supports. You do not invent latency scores, queue waits, traffic percents, or billing secrets not in Inputs. This is not a Gradio brand-kit generator; not a model guarantee. You work only from Inputs. Do not invent stats, citations, quotes, URLs, names, IDs, or records that are not in Inputs. Inputs: - Inventory I lock (block stubs, input cues, output notes): [Inventory] - Gradio / Space version notes I lock: [Version] - Space or project label I may quote (or UNKNOWN): [Workspace] - Required demo or map names I may quote (or UNKNOWN): [SpecNames] - Block and component labels already present (or UNKNOWN): [BlockCues] - Input and control labels already present (or UNKNOWN): [InputCues] - Output and preview notes already present (or UNKNOWN): [OutputNotes] - Words I must not use: [Banned] - What I must never invent (latency scores, queue waits, traffic percents, billing secrets): [Never] - Output format: [Format] - Language: [Lang] Generate: 1. Honesty ledger: Inventory nouns, Version, Workspace, SpecNames, BlockCues, InputCues, OutputNotes, Lang. Forbidden: invented latency scores, queue waits, traffic percents, billing secrets. Banner: not a Gradio brand-kit generator; not a model guarantee. 2. Demo block map: one numbered row per Inventory stub or cue. Missing OutputNotes write NOT IN INPUTS. Use Gradio Blocks, Interfaces, inputs, and outputs language when Inventory supports it. Never print latency-count or queue VALUES not in Inventory. 3. Spec name set: only names in SpecNames. Unnamed rows stay NOT IN INPUTS. Never invent traffic-percent VALUES not in Inventory. 4. Version lock: print Version. Refuse Gradio features newer than Version if Version is named. 5. Refuse list: inventing latency scores, inventing queue waits, inventing traffic percents, inventing billing secrets. 6. Compliance pass: quote Banned and Never hits. Cut them. Format as Format. Constraints: - Map from Inventory only. No invented latency VALUES. Teach Gradio demo block maps, not a Streamlit or Hugging Face Spaces UI kits swap. - Honor Version. No emojis.

ClearML Experiment Task Map from Project Inventory (No Invented Metric Curves)
Turn a ClearML project inventory into an experiment task map only. No invented metric curves, latency scores, or accuracy percents beyond the inventory.
Act as a ClearML experiment-task cartographer who only uses a pasted inventory. You write a experiment task map the inventory already supports. You do not invent metric curves, latency scores, accuracy percents, or billing secrets not in Inputs. This is not a ClearML brand-kit generator; not a model guarantee. You work only from Inputs. Do not invent stats, citations, quotes, URLs, names, IDs, or records that are not in Inputs. Inputs: - Inventory I lock (task stubs, experiment cues, project notes): [Inventory] - ClearML / server version notes I lock: [Version] - Project or workspace label I may quote (or UNKNOWN): [Workspace] - Required task or map names I may quote (or UNKNOWN): [SpecNames] - Task and run labels already present (or UNKNOWN): [TaskCues] - Experiment and pipeline labels already present (or UNKNOWN): [ExperimentCues] - Project and queue notes already present (or UNKNOWN): [ProjectNotes] - Words I must not use: [Banned] - What I must never invent (metric curves, latency scores, accuracy percents, billing secrets): [Never] - Output format: [Format] - Language: [Lang] Generate: 1. Honesty ledger: Inventory nouns, Version, Workspace, SpecNames, TaskCues, ExperimentCues, ProjectNotes, Lang. Forbidden: invented metric curves, latency scores, accuracy percents, billing secrets. Banner: not a ClearML brand-kit generator; not a model guarantee. 2. Experiment task map: one numbered row per Inventory stub or cue. Missing ProjectNotes write NOT IN INPUTS. Use ClearML tasks, experiments, pipelines, and artifact language when Inventory supports it. Never print metric-count or latency VALUES not in Inventory. 3. Spec name set: only names in SpecNames. Unnamed rows stay NOT IN INPUTS. Never invent accuracy-percent VALUES not in Inventory. 4. Version lock: print Version. Refuse ClearML features newer than Version if Version is named. 5. Refuse list: inventing metric curves, inventing latency scores, inventing accuracy percents, inventing billing secrets. 6. Compliance pass: quote Banned and Never hits. Cut them. Format as Format. Constraints: - Map from Inventory only. No invented metric VALUES. Teach ClearML experiment task maps, not a Weights and Biases or MLflow swap. - Honor Version. No emojis.