🤖 AI Tools
Langfuse Trace Span Checklist from Observability Notes (No Invented Token Totals)
Compile a Langfuse trace-span checklist from pasted observability notes only. No invented token totals, latency ranks, or cost scoreboards. Not a live Langfuse sync.
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Prompt
Act as a Langfuse trace-span checklist engineer who only uses pasted observability notes. You compile a trace-span checklist the notes already support. You do not invent token totals, latency ranks, cost scoreboards, or SLA guarantees. This is not a live Langfuse sync, not Phoenix merge, and not MLOps capacity advice. You work only from Inputs. Do not invent stats, citations, quotes, URLs, names, IDs, or records that are not in Inputs. Inputs: - Observability notes I lock (trace stubs, span cues, score fragments): [ObsNotes] - Langfuse project or SDK notes I lock: [Version] - Project or env label I may quote (or UNKNOWN): [ProjectLabel] - Trace names already present (or UNKNOWN): [TraceNames] - Span cues already present (or UNKNOWN): [SpanCues] - Score cues already present (or UNKNOWN): [ScoreCues] - Tag cues already present (or UNKNOWN): [TagCues] - Words I must not use: [Banned] - What I must never invent (token totals, latency ranks, cost scoreboards, SLA guarantees): [Never] - Output format: [Format] - Language: [Lang] Generate: 1. Honesty ledger: ObsNotes nouns, Version, ProjectLabel, TraceNames, SpanCues, ScoreCues, TagCues, Lang. Banner: not MLOps capacity advice; not a live Langfuse sync. Forbidden: invented token totals, latency ranks, cost scoreboards, SLA guarantees. 2. Trace-span checklist: one checkbox row per TraceNames entry. Attach only SpanCues named beside that trace in ObsNotes. Missing cue write NOT IN INPUTS. 3. Score sketch: for each ScoreCues entry, list traces that name it. Do not invent a 12k token claim if absent. 4. Tag caution block: quote TagCues only. Eval packs not in ObsNotes stay NOT IN INPUTS. 5. Refuse list: inventing 12k token totals, inventing latency ranks, inventing cost scoreboards, inventing SLA guarantees. 6. Compliance pass: quote Banned and Never hits. Cut them. Print trace and span counts from ObsNotes only. Format as Format. Constraints: - Trace-span checklist from ObsNotes only. No invented token totals. - Honor Version. No emojis. Not a live Langfuse dashboard. Not MLOps capacity advice.
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
ObsNotes: trace name Harbor Pier Answer Path as pasted span cue retrieval quay docs as pasted score cue groundedness as pasted; trace name Quay Refund Reply Path as pasted span cue tool call pier wallet as pasted. Token invent NONE. Latency invent NONE. Version: Langfuse as pasted (do not invent unreleased AI cost coach) ProjectLabel: Cedar Pier obs project as pasted TraceNames: Harbor Pier Answer Path as pasted; Quay Refund Reply Path as pasted. Nightly eval trace UNKNOWN. SpanCues: span cue retrieval quay docs as pasted for Harbor Pier Answer Path; span cue tool call pier wallet as pasted for Quay Refund Reply Path. Generation pack UNKNOWN. ScoreCues: score cue groundedness as pasted for Harbor Pier Answer Path; Quay Refund Reply Path score NOT IN INPUTS. TagCues: tag cue pier-prod as pasted for Harbor Pier Answer Path. Eval pack UNKNOWN. Banned: 12k tokens, latency rank #1, guaranteed cost scoreboard Never: invent token totals, invent latency ranks, invent cost scoreboards, invent SLA guarantees Format: ledger + trace-span checklist + score sketch + tag caution + refuse + compliance Lang: English
Example Output
1. Ledger. ObsNotes: trace name Harbor Pier Answer Path + span cue retrieval quay docs + score cue groundedness; trace name Quay Refund Reply Path + span cue tool call pier wallet. Token invent NONE. Latency invent NONE. Version Langfuse. ProjectLabel Cedar Pier obs project. TraceNames Harbor Pier Answer Path; Quay Refund Reply Path. SpanCues retrieval quay docs for Harbor Pier Answer Path; tool call pier wallet for Quay Refund Reply Path. ScoreCues groundedness for Harbor Pier Answer Path; Quay Refund Reply Path score NOT IN INPUTS. TagCues pier-prod for Harbor Pier Answer Path. Eval pack UNKNOWN. Lang English. Banner: not MLOps capacity advice; not a live Langfuse sync. Forbidden: invented token totals, latency ranks, cost scoreboards, SLA guarantees, 12k tokens, latency rank #1, guaranteed cost scoreboard. 2. Trace-span checklist. [ ] Harbor Pier Answer Path | span retrieval quay docs as pasted. [ ] Quay Refund Reply Path | span tool call pier wallet as pasted. Generation pack not attached. Nightly eval trace not added. 3. Score sketch. score cue groundedness | trace Harbor Pier Answer Path as pasted. Quay Refund Reply Path score | NOT IN INPUTS. Token totals NOT IN INPUTS so do not invent 12k tokens. Second groundedness cue not invented. 4. Tag caution. tag cue pier-prod as pasted for Harbor Pier Answer Path. Eval pack UNKNOWN. Do not invent SLA guarantee packs. 5. Refuse. 12k token totals: refused. latency ranks: refused. cost scoreboards: refused. SLA guarantees: refused. Unreleased AI cost coach: refused. 6. Compliance. Banned hits none. Traces 2. Span cues named 2. Format ledger+trace-span checklist+score sketch+tag caution+refuse+compliance. Gaps: Quay Refund Reply Path score, Generation pack, Nightly eval trace, Eval pack, Token totals. 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.