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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.

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September 25, 2026

Prompt

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.

Instructions

Replace every [bracket] with your details before running. Works on ChatGPT, Claude, and Gemini.

Generated Output

This image was generated using the prompt above.

Ollama Modelfile Runtime Map from Local Inventory (No Invented Token Totals) - Result

Examples

Example Input

Inventory: model tag llama3.1:8b as pasted Modelfile FROM llama3.1:8b as pasted PARAMETER temperature 0.2 as pasted; model tag harbor-coder:local as pasted. Token invent NONE. VRAM invent NONE.
Version: Ollama 0.3 as pasted (do not invent unreleased cloud sync)
HostLabel: Harbor quay workstation as pasted
ModelTags: llama3.1:8b as pasted; harbor-coder:local as pasted. Embed model UNKNOWN.
ModelfileLines: FROM llama3.1:8b as pasted; PARAMETER temperature 0.2 as pasted. num_ctx NOT IN INPUTS. SYSTEM NOT IN INPUTS.
RuntimeNotes: CPU-only note as pasted for harbor-coder:local. GPU note for llama3.1 NOT IN INPUTS.
SystemCues: NONE as pasted.
Banned: 128k context, 24GB VRAM, 62 tok/s, guaranteed local GPT
Never: invent token totals, invent VRAM sizes, invent tok/s, invent leaderboard scores
Format: ledger + model-runtime matrix + Modelfile sketch + system notes + refuse + compliance
Lang: English

Example Output

1. Ledger. Inventory: llama3.1:8b FROM llama3.1:8b PARAMETER temperature 0.2; harbor-coder:local. Token invent NONE. VRAM invent NONE. Version Ollama 0.3. HostLabel Harbor quay workstation. ModelTags llama3.1:8b; harbor-coder:local. ModelfileLines FROM; PARAMETER temperature 0.2. num_ctx NOT IN INPUTS. SYSTEM NOT IN INPUTS. RuntimeNotes CPU-only for harbor-coder:local. GPU for llama3.1 NOT IN INPUTS. SystemCues NONE. Lang English. Forbidden: invented token totals, VRAM sizes, tok/s, leaderboard scores, 128k context, 24GB VRAM, 62 tok/s, guaranteed local GPT.

2. Model-runtime matrix.
llama3.1:8b | runtime NOT IN INPUTS.
harbor-coder:local | CPU-only note as pasted.
Embed model not added.

3. Modelfile sketch.
FROM llama3.1:8b
PARAMETER temperature 0.2
PARAMETER num_ctx not added (NOT IN INPUTS). TEMPLATE not invented. ADAPTER not invented. harbor-coder:local Modelfile body NOT IN INPUTS so do not invent its FROM line.

4. System cue notes. SYSTEM NONE as pasted. Do not invent a helpful assistant block. Stop sequences NOT IN INPUTS.

5. Refuse. 128k context: refused. 24GB VRAM: refused. 62 tok/s: refused. MMLU score: refused. Unreleased cloud sync: refused.

6. Compliance. Banned hits none. Models 2. Directives 2 quoted. Format ledger+model-runtime matrix+Modelfile sketch+system notes+refuse+compliance. Gaps: llama GPU note, num_ctx, SYSTEM, harbor-coder Modelfile, embed model.

Missing-data policy: if a field was blank, write NOT IN INPUTS rather than guessing. Lock any tool version named in Inputs; if unnamed, write unknown. No invented testimonials, star ratings, or press logos. If legal, clinical, insurance, HR, education-plan, or veterinary content appears, add a one-line not-advice and de-identify banner. Quote banned-word hits and cut them. End with a gaps list of five bullets the user still owes you. Character and byte caps in the job are hard; print counts when relevant. Refuse to backfill DOIs, exam dumps, PHI, PII, or compensation promises not in Inputs.

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