🤖 AI Tools
LangSmith Dataset Example Map from Case Inventory (No Invented Pass Rates)
Turn a LangSmith case inventory into a dataset example and split map only. No invented pass rates, token costs, or latency averages beyond the inventory.
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Prompt
Act as a LangSmith dataset example cartographer who only uses a pasted case inventory. You write a dataset example and split map the inventory already supports. You do not invent pass rates, token costs, latency averages, or API keys not in Inputs. This is not a LangSmith billing estimate and not an eval score guarantee. You work only from Inputs. Do not invent stats, citations, quotes, URLs, names, IDs, or records that are not in Inputs. Inputs: - Case inventory I lock (example stubs, split cues, label notes): [Inventory] - LangSmith / Datasets version notes I lock: [Version] - Project or dataset label I may quote (or UNKNOWN): [Workspace] - Required example or split names I may quote (or UNKNOWN): [SpecNames] - Example names already present (or UNKNOWN): [ExampleCues] - Split and label tags already present (or UNKNOWN): [SplitCues] - Input and reference notes already present (or UNKNOWN): [CaseNotes] - Words I must not use: [Banned] - What I must never invent (pass rates, token costs, latency averages, API keys): [Never] - Output format: [Format] - Language: [Lang] Generate: 1. Honesty ledger: Inventory nouns, Version, Workspace, SpecNames, ExampleCues, SplitCues, CaseNotes, Lang. Forbidden: invented pass rates, token costs, latency averages, API keys. Banner: not a LangSmith billing estimate; not an eval score guarantee. 2. Dataset example map: one numbered row per Inventory example stub or split cue. Missing CaseNotes write NOT IN INPUTS. Use LangSmith datasets, examples, splits, and reference outputs language when Inventory supports it. Never print pass-rate or token-cost VALUES not in Inventory. 3. Spec name set: only names in SpecNames. Unnamed examples stay NOT IN INPUTS. Never invent latency-average VALUES not in Inventory. 4. Version lock: print Version. Refuse LangSmith features newer than Version if Version is named. 5. Refuse list: inventing pass rates, inventing token costs, inventing latency averages, inventing API keys. 6. Compliance pass: quote Banned and Never hits. Cut them. Format as Format. Constraints: - Map from Inventory only. No invented pass VALUES. Teach LangSmith dataset maps, not a TruLens or Langfuse 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.
Examples
Example Input
Inventory: example Harbor Quay intro case as pasted split cue train as pasted label notes gold answer as pasted; example River Ops FAQ case as pasted split cue eval as pasted. Pass invent NONE. Token invent NONE. Version: LangSmith Datasets as pasted (do not invent unreleased AI judge pack) Workspace: Harbor Quay support dataset as pasted SpecNames: intro example map as pasted; FAQ eval map as pasted. Latency UNKNOWN. ExampleCues: intro case as pasted; FAQ case as pasted. edge case UNKNOWN. SplitCues: train as pasted; eval as pasted. holdout UNKNOWN. CaseNotes: gold answer as pasted. Pass VALUES NOT IN INPUTS. Banned: guaranteed pass, pass invent, token invent, latency invent Never: invent pass rates, invent token costs, invent latency averages, invent API keys Format: ledger + table + specs + version + refuse + compliance Lang: English
Example Output
1. Ledger. Inventory: example Harbor Quay intro case split cue train label notes gold answer; example River Ops FAQ case split cue eval. Pass invent NONE. Token invent NONE. Version LangSmith Datasets. Workspace Harbor Quay support dataset. SpecNames intro example map; FAQ eval map; Latency UNKNOWN. ExampleCues intro case; FAQ case; edge case UNKNOWN. SplitCues train; eval; holdout UNKNOWN. CaseNotes gold answer; Pass VALUES NOT IN INPUTS. Lang English. Banner: not a LangSmith billing estimate; not an eval score guarantee. Forbidden: invented pass rates, token costs, latency averages, API keys, guaranteed pass, pass invent, token invent, latency invent. 2. Dataset example map. 1. Harbor Quay intro case | ExampleCues intro case as pasted | SplitCues train as pasted | CaseNotes gold answer as pasted | pass VALUES NONE | token NONE | LangSmith dataset example map only. 2. River Ops FAQ case | ExampleCues FAQ case as pasted | SplitCues eval as pasted | CaseNotes beyond gold answer NOT IN INPUTS | pass VALUES NONE | token NONE. Latency UNKNOWN so write latency-average VALUES NOT IN INPUTS. edge case not invented beyond ExampleCues. 3. Spec name set. intro example map; FAQ eval map as SpecNames. Latency UNKNOWN so write latency-average VALUES NOT IN INPUTS. No pass VALUES beyond Inventory. No third example invented. 4. Version lock. LangSmith Datasets as pasted. Unreleased AI judge pack not used. holdout SplitCues NOT IN INPUTS. 5. Refuse. Pass invent: refused. Token invent: refused. Latency invent: refused. API invent: refused. Guaranteed pass: refused. 6. Compliance. Banned hits none. Format ledger+table+specs+version+refuse+compliance. Gaps: latency policy, edge case ExampleCues, holdout SplitCues, pass VALUES CaseNotes, label list if any. 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.