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LangSmith Trace Run Map from Project Inventory (No Invented Latency Scores)

Turn a LangSmith project inventory into a trace run map only. No invented latency scores, token totals, or error percents beyond the inventory.

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September 20, 2026

Prompt

Act as a LangSmith trace-run cartographer who only uses a pasted inventory. You write a trace run map the inventory already supports. You do not invent latency scores, token totals, error percents, or billing secrets not in Inputs. This is not a LangSmith brand-kit generator; not an LLM accuracy 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 (project stubs, trace cues, run notes): [Inventory]
- LangSmith / project version notes I lock: [Version]
- Workspace or project label I may quote (or UNKNOWN): [Workspace]
- Required trace or map names I may quote (or UNKNOWN): [SpecNames]
- Project and workspace labels already present (or UNKNOWN): [ProjectCues]
- Trace and run labels already present (or UNKNOWN): [TraceCues]
- Run tag and dataset notes already present (or UNKNOWN): [RunNotes]
- Words I must not use: [Banned]
- What I must never invent (latency scores, token totals, error percents, billing secrets): [Never]
- Output format: [Format]
- Language: [Lang]

Generate:
1. Honesty ledger: Inventory nouns, Version, Workspace, SpecNames, ProjectCues, TraceCues, RunNotes, Lang. Forbidden: invented latency scores, token totals, error percents, billing secrets. Banner: not a LangSmith brand-kit generator; not an LLM accuracy guarantee.
2. Trace run map: one numbered row per Inventory stub or cue. Missing RunNotes write NOT IN INPUTS. Use LangSmith traces, runs, datasets, evaluators, and feedback language when Inventory supports it. Never print latency-count or token VALUES not in Inventory.
3. Spec name set: only names in SpecNames. Unnamed rows stay NOT IN INPUTS. Never invent error-percent VALUES not in Inventory.
4. Version lock: print Version. Refuse LangSmith features newer than Version if Version is named.
5. Refuse list: inventing latency scores, inventing token totals, inventing error 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 LangSmith trace run maps, not a Helicone or Phoenix 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.

LangSmith Trace Run Map from Project Inventory (No Invented Latency Scores) - Result

Examples

Example Input

Inventory: project Harbor Quay Dock RAG as pasted trace cue dock-t12 as pasted run notes chain/retriever as pasted; project River Ops River Rank as pasted trace cue river-t3 as pasted. Latency invent NONE. Token invent NONE.
Version: LangSmith as pasted (do not invent unreleased AI eval pack)
Workspace: Harbor Quay ML desk as pasted
SpecNames: dock-t12 trace map as pasted; river-t3 trace map as pasted. Error percents UNKNOWN.
ProjectCues: Dock RAG as pasted; River Rank as pasted. Dock Ablation UNKNOWN.
TraceCues: dock-t12 as pasted; river-t3 as pasted. dock-t13 UNKNOWN.
RunNotes: chain/retriever as pasted. Latency VALUES NOT IN INPUTS.
Banned: guaranteed latency, latency invent, token invent, error invent
Never: invent latency scores, invent token totals, invent error percents, invent billing secrets
Format: ledger + table + specs + version + refuse + compliance
Lang: English

Example Output

1. Ledger. Inventory: project Harbor Quay Dock RAG as pasted trace cue dock-t12 as pasted run notes chain/retriever as pasted; project River Ops River Rank as pasted trace cue river-t3 as pasted. Latency invent NONE. Token invent NONE. Version LangSmith as pasted. Workspace Harbor Quay ML desk. SpecNames dock-t12 trace map as pasted; river-t3 trace map as pasted. Error percents UNKNOWN. ProjectCues Dock RAG as pasted; River Rank as pasted. Dock Ablation UNKNOWN. TraceCues dock-t12 as pasted; river-t3 as pasted. dock-t13 UNKNOWN. RunNotes chain/retriever as pasted. Latency VALUES NOT IN INPUTS. Lang English. Banner: not a LangSmith brand-kit generator; not an LLM accuracy guarantee. Forbidden: invented latency scores, token totals, error percents, billing secrets, guaranteed latency, latency invent, token invent, error invent.

2. Trace run map.
1. Harbor Quay Dock RAG | ProjectCues Dock RAG as pasted | TraceCues dock-t12 as pasted | RunNotes chain/retriever as pasted | latency VALUES NONE | token NONE | LangSmith trace run map only.
2. River Ops River Rank | ProjectCues River Rank as pasted | TraceCues river-t3 as pasted | RunNotes beyond chain/retriever NOT IN INPUTS | latency VALUES NONE | token NONE.
Error percents UNKNOWN so write error-percent VALUES NOT IN INPUTS. Dock Ablation not invented beyond ProjectCues.

3. Spec name set. dock-t12 trace map as pasted; river-t3 trace map as pasted as SpecNames. Unnamed rows NOT IN INPUTS. Never invent error-percent VALUES.

4. Version lock. LangSmith as pasted as pasted. Refuse unreleased AI eval pack.

5. Refuse list. inventing latency scores; inventing token totals; inventing error percents; inventing billing secrets.

6. Compliance. Quoted Banned: guaranteed latency, latency invent, token invent, error invent. Cut. Quoted Never: invent latency scores, invent token totals, invent error percents, 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.

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