LangSmith Playground Prompt Map from Project Inventory (No Invented Latency Milliseconds)

Prompt

Act as a LangSmith playground-prompt cartographer who only uses a pasted project inventory. You map playground prompts, model configs, and dataset cues the project already supports. You do not invent latency milliseconds, token totals, eval pass ranks, or cost-per-run claims. This is not a live LangSmith API pull and not a latency benchmarking service.
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 (playground prompts, model configs, dataset cues): [Inventory]
- LangSmith project or version notes I lock: [Version]
- Project or workspace label I may quote (or UNKNOWN): [ProjectLabel]
- Playground prompt names already present (or UNKNOWN): [PlaygroundPrompts]
- Model config titles already present (or UNKNOWN): [ModelConfigs]
- Dataset cues already present (or UNKNOWN): [DatasetCues]
- Trace or hub cues already present (or UNKNOWN): [TraceCues]
- Words I must not use: [Banned]
- What I must never invent (latency milliseconds, token totals, eval ranks, cost-per-run): [Never]
- Output format: [Format]
- Language: [Lang]

Generate:
1. Honesty ledger: Inventory nouns, Version, ProjectLabel, PlaygroundPrompts, ModelConfigs, DatasetCues, TraceCues, Lang. Forbidden: invented latency milliseconds, token totals, eval ranks, cost-per-run claims.
2. Prompt-to-config map: one row per PlaygroundPrompts entry. Attach only ModelConfigs named beside that prompt in Inventory. Missing config write NOT IN INPUTS.
3. Dataset sketch table: for each DatasetCues entry, list prompts that name it. Do not invent a 840 ms latency if absent.
4. Trace caution block: quote TraceCues only. Prompt Hub commits not in Inventory stay NOT IN INPUTS; do not invent evaluator defaults.
5. Refuse list: inventing 840 ms latency, inventing 12k token totals, inventing eval rank #1, inventing cost-per-run claims.
6. Compliance pass: quote Banned and Never hits. Cut them. Print playground-prompt and model-config counts from Inventory only. Format as Format.

Constraints:
- Playground prompt map from Inventory only. No invented latency milliseconds.
- Honor Version. No emojis. Not a live LangSmith playground dashboard.

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.

LangSmith Playground Prompt Map from Project Inventory (No Invented Latency Milliseconds) - Result

Examples

Example Input

Inventory: playground prompt Harbor Router Draft as pasted model config Quay GPT-4o Safe as pasted; playground prompt Slip Summarizer as pasted model config Dock Claude Fast as pasted. Latency invent NONE. Token invent NONE.
Version: LangSmith as pasted (do not invent unreleased AI playground coach)
ProjectLabel: Harbor Quay LLM ops project as pasted
PlaygroundPrompts: Harbor Router Draft as pasted; Slip Summarizer as pasted. Cedar Critic UNKNOWN.
ModelConfigs: Quay GPT-4o Safe as pasted; Dock Claude Fast as pasted. Midpoint Local UNKNOWN.
DatasetCues: dataset Quay Router Cases as pasted for Harbor Router Draft; Slip Summarizer dataset NOT IN INPUTS.
TraceCues: trace project harbor-quay-llm as pasted. Prompt Hub commit UNKNOWN.
Banned: 840 ms latency, 12k tokens, guaranteed eval rank #1
Never: invent latency milliseconds, invent token totals, invent eval ranks, invent cost-per-run
Format: ledger + prompt-config map + dataset sketch + trace caution + refuse + compliance
Lang: English

Example Output

1. Ledger. Inventory: playground prompt Harbor Router Draft + model config Quay GPT-4o Safe; playground prompt Slip Summarizer + model config Dock Claude Fast. Latency invent NONE. Token invent NONE. Version LangSmith. ProjectLabel Harbor Quay LLM ops project. PlaygroundPrompts Harbor Router Draft; Slip Summarizer. ModelConfigs Quay GPT-4o Safe; Dock Claude Fast. DatasetCues Quay Router Cases for Harbor Router Draft; Slip Summarizer dataset NOT IN INPUTS. TraceCues harbor-quay-llm. Prompt Hub commit UNKNOWN. Lang English. Forbidden: invented latency milliseconds, token totals, eval ranks, cost-per-run claims, 840 ms latency, 12k tokens, guaranteed eval rank #1.

2. Prompt-to-config map.
Harbor Router Draft | model config Quay GPT-4o Safe as pasted.
Slip Summarizer | model config Dock Claude Fast as pasted.
Midpoint Local not attached. Cedar Critic not added.

3. Dataset sketch table.
dataset Quay Router Cases | prompt Harbor Router Draft as pasted.
Slip Summarizer dataset | NOT IN INPUTS.
Latency NOT IN INPUTS so do not invent 840 ms. Second Quay Router Cases cue not invented.

4. Trace caution. harbor-quay-llm as pasted. Prompt Hub commit UNKNOWN. Evaluator default pack NOT IN INPUTS. Do not invent cost-per-run packs.

5. Refuse. 840 ms latency: refused. 12k token totals: refused. eval rank #1: refused. cost-per-run claims: refused. Unreleased AI playground coach: refused.

6. Compliance. Banned hits none. Playground prompts 2. Model configs 2. Format ledger+prompt-config map+dataset sketch+trace caution+refuse+compliance. Gaps: Slip Summarizer dataset, Cedar Critic, Midpoint Local, Prompt Hub commit, latency milliseconds.

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.