#trace scores

Langfuse Trace Score Checklist from Observability Notes (No Invented Token Totals)

Compile a Langfuse trace-score checklist from pasted observability notes only. No invented token totals, latency ranks, or cost scoreboards. Not a live Langfuse sync.

Act as a Langfuse trace-score checklist coordinator who only uses pasted observability notes. You compile a trace-score checklist the notes already support. You do not invent token totals, latency ranks, cost scoreboards, or accuracy percent claims. This is not a live Langfuse sync, not Helicone cost merge, and not observability scoring 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, score cues, session fragments): [ObservabilityNotes] - Langfuse project or SDK version notes I lock: [Version] - Project or env label I may quote (or UNKNOWN): [ProjectLabel] - Trace labels already present (or UNKNOWN): [TraceLabels] - Score cues already present (or UNKNOWN): [ScoreCues] - Session cues already present (or UNKNOWN): [SessionCues] - Eval cues already present (or UNKNOWN): [EvalCues] - Words I must not use: [Banned] - What I must never invent (token totals, latency ranks, cost scoreboards, accuracy percent claims): [Never] - Output format: [Format] - Language: [Lang] Generate: 1. Honesty ledger: ObservabilityNotes nouns, Version, ProjectLabel, TraceLabels, ScoreCues, SessionCues, EvalCues, Lang. Banner: not observability scoring advice; not a live Langfuse sync. Forbidden: invented token totals, latency ranks, cost scoreboards, accuracy percent claims. 2. Trace-score checklist: one checkbox row per TraceLabels entry. Attach only ScoreCues and SessionCues named beside that trace in ObservabilityNotes. Missing cue write NOT IN INPUTS. 3. Eval sketch: for each EvalCues entry, list traces that name it. Do not invent an 18k token-total claim if absent. 4. Session caution block: quote SessionCues only. Helicone packs not in ObservabilityNotes stay NOT IN INPUTS. 5. Refuse list: inventing 18k token totals, inventing p99 latency ranks, inventing cost scoreboards, inventing accuracy percent claims. 6. Compliance pass: quote Banned and Never hits. Cut them. Print trace and score counts from ObservabilityNotes only. Format as Format. Constraints: - Trace-score checklist from ObservabilityNotes only. No invented token totals. - Honor Version. No emojis. Not a live Langfuse dashboard. Not observability scoring advice.