🤖 AI Tools
Langfuse Trace Score Map from Project Inventory (No Invented Latency Scores)
Turn a Langfuse project inventory into a trace score map only. No invented latency scores, token totals, or error percents beyond the inventory.
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Prompt
Act as a Langfuse trace-score cartographer who only uses a pasted inventory. You write a trace score 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 Langfuse 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, score notes): [Inventory] - Langfuse / 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 observation labels already present (or UNKNOWN): [TraceCues] - Score and dataset notes already present (or UNKNOWN): [ScoreNotes] - 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, ScoreNotes, Lang. Forbidden: invented latency scores, token totals, error percents, billing secrets. Banner: not a Langfuse brand-kit generator; not an LLM accuracy guarantee. 2. Trace score map: one numbered row per Inventory stub or cue. Missing ScoreNotes write NOT IN INPUTS. Use Langfuse traces, observations, scores, datasets, and prompt 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 Langfuse 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 Langfuse trace score maps, not a LangSmith or Helicone 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: project Harbor Quay Dock RAG as pasted trace cue dock-t21 as pasted score notes relevance/human as pasted; project River Ops River Rank as pasted trace cue river-t7 as pasted. Latency invent NONE. Token invent NONE. Version: Langfuse as pasted (do not invent unreleased AI score pack) Workspace: Harbor Quay ML desk as pasted SpecNames: dock-t21 trace map as pasted; river-t7 trace map as pasted. Error percents UNKNOWN. ProjectCues: Dock RAG as pasted; River Rank as pasted. Dock Ablation UNKNOWN. TraceCues: dock-t21 as pasted; river-t7 as pasted. dock-t22 UNKNOWN. ScoreNotes: relevance/human 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-t21 as pasted score notes relevance/human as pasted; project River Ops River Rank as pasted trace cue river-t7 as pasted. Latency invent NONE. Token invent NONE. Version Langfuse as pasted. Workspace Harbor Quay ML desk. SpecNames dock-t21 trace map as pasted; river-t7 trace map as pasted. Error percents UNKNOWN. ProjectCues Dock RAG as pasted; River Rank as pasted. Dock Ablation UNKNOWN. TraceCues dock-t21 as pasted; river-t7 as pasted. dock-t22 UNKNOWN. ScoreNotes relevance/human as pasted. Latency VALUES NOT IN INPUTS. Lang English. Banner: not a Langfuse 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 score map. 1. Harbor Quay Dock RAG | ProjectCues Dock RAG as pasted | TraceCues dock-t21 as pasted | ScoreNotes relevance/human as pasted | latency VALUES NONE | token NONE | Langfuse trace score map only. 2. River Ops River Rank | ProjectCues River Rank as pasted | TraceCues river-t7 as pasted | ScoreNotes beyond relevance/human 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-t21 trace map as pasted; river-t7 trace map as pasted as SpecNames. Unnamed rows NOT IN INPUTS. Never invent error-percent VALUES. 4. Version lock. Langfuse as pasted as pasted. Refuse unreleased AI score 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.