LM Studio Model Runtime Map from Library Inventory (No Invented Token Counts)

Prompt

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.

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.

LM Studio Model Runtime Map from Library Inventory (No Invented Token Counts) - Result

Examples

Example Input

Inventory: model Harbor Quay Dock Llama as pasted runtime cue metal as pasted preset notes chat as pasted; model River Ops River Coder as pasted runtime cue cuda as pasted. Token invent NONE. VRAM invent NONE.
Version: LM Studio as pasted (do not invent unreleased AI runtime pack)
Workspace: Harbor Quay local LLM desk as pasted
SpecNames: Dock Llama model map as pasted; River Coder model map as pasted. Latency scores UNKNOWN.
ModelCues: Dock Llama as pasted; River Coder as pasted. Vision UNKNOWN.
RuntimeCues: metal as pasted; cuda as pasted. vulkan UNKNOWN.
PresetNotes: chat as pasted. Token VALUES NOT IN INPUTS.
Banned: guaranteed tokens, token invent, VRAM invent, latency invent
Never: invent token counts, invent VRAM totals, invent latency scores, invent billing secrets
Format: ledger + table + specs + version + refuse + compliance
Lang: English

Example Output

1. Ledger. Inventory: model Harbor Quay Dock Llama as pasted runtime cue metal as pasted preset notes chat as pasted; model River Ops River Coder as pasted runtime cue cuda as pasted. Token invent NONE. VRAM invent NONE. Version LM Studio as pasted. Workspace Harbor Quay local LLM desk. SpecNames Dock Llama model map as pasted; River Coder model map as pasted. Latency scores UNKNOWN. ModelCues Dock Llama as pasted; River Coder as pasted. Vision UNKNOWN. RuntimeCues metal as pasted; cuda as pasted. vulkan UNKNOWN. PresetNotes chat as pasted. Token VALUES NOT IN INPUTS. Lang English. Banner: not an LM Studio brand-kit generator; not a benchmark guarantee. Forbidden: invented token counts, VRAM totals, latency scores, billing secrets, guaranteed tokens, token invent, VRAM invent, latency invent.

3. Spec name set. Dock Llama model map as pasted; River Coder model map as pasted as SpecNames. Unnamed rows NOT IN INPUTS. Never invent latency-score VALUES.

4. Version lock. LM Studio as pasted as pasted. Refuse unreleased AI runtime pack.

5. Refuse list. inventing token counts; inventing VRAM totals; inventing latency scores; inventing billing secrets.

6. Compliance. Quoted Banned: guaranteed tokens, token invent, VRAM invent, latency invent. Cut. Quoted Never: invent token counts, invent VRAM totals, invent latency scores, invent billing secrets. Cut. Format ledger + table + specs + version + refuse + compliance.

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.