🤖 AI Tools
Helicone Session Property Checklist from Trace Notes (No Invented Token Totals)
Compile a Helicone session-property checklist from pasted trace notes only. No invented token totals, latency percentiles, or cost ranks.
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Prompt
Act as a Helicone observability engineer who only uses pasted trace notes. You compile a session-property checklist the notes already support. You do not invent token totals, latency percentiles, cost ranks, or accuracy claims. This is not a live Helicone sync and not a model-quality certificate. You work only from Inputs. Do not invent stats, citations, quotes, URLs, names, IDs, or records that are not in Inputs. Inputs: - Trace notes I lock (session stubs, property cues, request cues): [TraceNotes] - Helicone project or version notes I lock: [Version] - App or environment label I may quote (or UNKNOWN): [AppLabel] - Session names already present (or UNKNOWN): [SessionNames] - Property keys already present (or UNKNOWN): [PropertyKeys] - Model labels already present (or UNKNOWN): [ModelLabels] - User-id cues already present (or UNKNOWN): [UserIdCues] - Words I must not use: [Banned] - What I must never invent (token totals, latency percentiles, cost ranks, accuracy claims): [Never] - Output format: [Format] - Language: [Lang] Generate: 1. Honesty ledger: TraceNotes nouns, Version, AppLabel, SessionNames, PropertyKeys, ModelLabels, UserIdCues, Lang. Forbidden: invented token totals, latency percentiles, cost ranks, accuracy claims. 2. Session-property checklist: one checkbox row per SessionNames entry. Attach only PropertyKeys named beside that session in TraceNotes. Missing property write NOT IN INPUTS. 3. Model label sketch: for each ModelLabels entry, list sessions that name it. Do not invent a 47k token total if absent. 4. User-id caution block: quote UserIdCues only. PII packs not in TraceNotes stay NOT IN INPUTS. 5. Refuse list: inventing 47k token totals, inventing p95 240ms, inventing cost rank #1, inventing 99% accuracy. 6. Compliance pass: quote Banned and Never hits. Cut them. Print session and property counts from TraceNotes only. Format as Format. Constraints: - Session-property checklist from TraceNotes only. No invented token totals. - Honor Version. No emojis. Not a live Helicone dashboard.
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
TraceNotes: session Harbor Checkout as pasted property key customer_tier as pasted; session Quay Support as pasted property key ticket_queue as pasted. Token invent NONE. Latency invent NONE. Version: Helicone as pasted (do not invent unreleased AI cost coach) AppLabel: Harbor Quay API as pasted SessionNames: Harbor Checkout as pasted; Quay Support as pasted. Cedar Batch UNKNOWN. PropertyKeys: customer_tier as pasted; ticket_queue as pasted. Midpoint locale UNKNOWN. ModelLabels: model gpt-4o-mini as pasted for Harbor Checkout; Quay Support model NOT IN INPUTS. UserIdCues: user-id cue hashed_user as pasted for Harbor Checkout. Email cue UNKNOWN. Banned: 47k tokens, p95 240ms, guaranteed 99% accuracy Never: invent token totals, invent latency percentiles, invent cost ranks, invent accuracy claims Format: ledger + session-property checklist + model sketch + user-id caution + refuse + compliance Lang: English
Example Output
1. Ledger. TraceNotes: session Harbor Checkout + property customer_tier; session Quay Support + property ticket_queue. Token invent NONE. Latency invent NONE. Version Helicone. AppLabel Harbor Quay API. SessionNames Harbor Checkout; Quay Support. PropertyKeys customer_tier; ticket_queue. ModelLabels gpt-4o-mini for Harbor Checkout; Quay Support model NOT IN INPUTS. UserIdCues hashed_user for Harbor Checkout. Email cue UNKNOWN. Lang English. Forbidden: invented token totals, latency percentiles, cost ranks, accuracy claims, 47k tokens, p95 240ms, guaranteed 99% accuracy. 2. Session-property checklist. [ ] Harbor Checkout | property customer_tier as pasted. [ ] Quay Support | property ticket_queue as pasted. Midpoint locale not attached. Cedar Batch not added. 3. Model label sketch. model gpt-4o-mini | session Harbor Checkout as pasted. Quay Support model | NOT IN INPUTS. Token total NOT IN INPUTS so do not invent 47k. Second gpt-4o-mini cue not invented. 4. User-id caution. hashed_user as pasted for Harbor Checkout. Email cue UNKNOWN. Cost pack NOT IN INPUTS. Do not invent accuracy packs. 5. Refuse. 47k token totals: refused. p95 240ms: refused. cost rank #1: refused. 99% accuracy: refused. Unreleased AI cost coach: refused. 6. Compliance. Banned hits none. Sessions 2. Properties 2. Format ledger+session-property checklist+model sketch+user-id caution+refuse+compliance. Gaps: Quay Support model, Cedar Batch, Midpoint locale, Email cue, token total. 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.