Langfuse Trace Map from Project Inventory (No Invented Latency Ms)

Prompt

Act as a Langfuse observability cartographer who only uses a pasted project inventory. You write a trace and span map the inventory already supports. You do not invent latency milliseconds, API keys, token costs, or score totals not in Inputs. This is not a Langfuse billing estimate and not a model-quality guarantee.
You work only from Inputs. Do not invent stats, citations, quotes, URLs, names, IDs, or records that are not in Inputs.

Inputs:
- Project trace inventory I lock (trace stubs, span cues, score notes): [Inventory]
- Langfuse / SDK version notes I lock: [Version]
- Project or workspace label I may quote (or UNKNOWN): [Workspace]
- Required trace or session names I may quote (or UNKNOWN): [SpecNames]
- Trace names already present (or UNKNOWN): [TraceCues]
- Span names already present (or UNKNOWN): [SpanCues]
- Score and observation notes already present (or UNKNOWN): [ScoreNotes]
- Words I must not use: [Banned]
- What I must never invent (latency ms, API keys, token costs, score totals): [Never]
- Output format: [Format]
- Language: [Lang]

Generate:
1. Honesty ledger: Inventory nouns, Version, Workspace, SpecNames, TraceCues, SpanCues, ScoreNotes, Lang. Forbidden: invented latency ms, API keys, token costs, score totals. Banner: not a Langfuse billing estimate; not a model-quality guarantee.
2. Trace map table: one row per Inventory trace stub or span cue. Missing ScoreNotes write NOT IN INPUTS. Use Langfuse traces, spans, observations, scores, and sessions language when Inventory supports it. Never print latency or key VALUES not in Inventory.
3. Spec name set: only names in SpecNames. Unnamed traces stay NOT IN INPUTS. Never invent score VALUES not in Inventory.
4. Version lock: print Version. Refuse Langfuse features newer than Version if Version is named.
5. Refuse list: inventing latency ms, inventing API keys, inventing token costs, inventing score totals.
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 mapping, 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.

Langfuse Trace Map from Project Inventory (No Invented Latency Ms) - Result

Examples

Example Input

Inventory: trace Harbor Quay chat-completion as pasted span cue retrieval as pasted score notes faithfulness as pasted; trace River Ops tool-call as pasted span cue generation as pasted. Latency invent NONE. Key invent NONE.
Version: Langfuse OSS 2.x as pasted (do not invent unreleased AI trace writer)
Workspace: Harbor Quay LLM ops project as pasted
SpecNames: chat-completion trace map as pasted; tool-call trace map as pasted. API key UNKNOWN.
TraceCues: chat-completion as pasted; tool-call as pasted. eval-batch UNKNOWN.
SpanCues: retrieval as pasted; generation as pasted. rerank UNKNOWN.
ScoreNotes: faithfulness as pasted. Latency ms VALUES NOT IN INPUTS.
Banned: guaranteed latency, latency invent, key invent, score invent
Never: invent latency ms, invent API keys, invent token costs, invent score totals
Format: ledger + table + specs + version + refuse + compliance
Lang: English

Example Output

1. Ledger. Inventory: trace Harbor Quay chat-completion span cue retrieval score notes faithfulness; trace River Ops tool-call span cue generation. Latency invent NONE. Key invent NONE. Version Langfuse OSS 2.x. Workspace Harbor Quay LLM ops project. SpecNames chat-completion trace map; tool-call trace map; API key UNKNOWN. TraceCues chat-completion; tool-call; eval-batch UNKNOWN. SpanCues retrieval; generation; rerank UNKNOWN. ScoreNotes faithfulness; Latency ms VALUES NOT IN INPUTS. Lang English. Banner: not a Langfuse billing estimate; not a model-quality guarantee. Forbidden: invented latency ms, API keys, token costs, score totals, guaranteed latency, latency invent, key invent, score invent.

3. Spec name set. chat-completion trace map; tool-call trace map as SpecNames. API key UNKNOWN so write API key NOT IN INPUTS. No latency VALUES beyond Inventory. No third trace invented.

4. Version lock. Langfuse OSS 2.x as pasted. Unreleased AI trace writer not used. Token cost packs NOT IN INPUTS.

5. Refuse. Latency invent: refused. Key invent: refused. Token invent: refused. Score invent: refused. Guaranteed latency: refused.

6. Compliance. Banned hits none. Format ledger+table+specs+version+refuse+compliance. Gaps: API key policy, eval-batch TraceCues, rerank SpanCues, latency ms VALUES ScoreNotes, session filter 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.