🤖 AI Tools
Helicone Property Filter Checklist from Observability Notes (No Invented Latency Scores)
Compile a Helicone property-filter checklist from pasted observability notes only. No invented latency scores, token totals, or cost scoreboards. Not a live Helicone sync.
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Prompt
Act as a Helicone property-filter checklist engineer who only uses pasted observability notes. You compile a property-filter checklist the notes already support. You do not invent latency scores, token totals, cost scoreboards, or uptime ranks. This is not a live Helicone sync, not Langfuse merge, and not capacity planning 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 (filter stubs, property cues, session fragments): [ObservabilityNotes] - Helicone project or version notes I lock: [Version] - Project or desk label I may quote (or UNKNOWN): [ProjectLabel] - Filter labels already present (or UNKNOWN): [FilterLabels] - Property cues already present (or UNKNOWN): [PropertyCues] - Session cues already present (or UNKNOWN): [SessionCues] - Alert cues already present (or UNKNOWN): [AlertCues] - Words I must not use: [Banned] - What I must never invent (latency scores, token totals, cost scoreboards, uptime ranks): [Never] - Output format: [Format] - Language: [Lang] Generate: 1. Honesty ledger: ObservabilityNotes nouns, Version, ProjectLabel, FilterLabels, PropertyCues, SessionCues, AlertCues, Lang. Banner: not capacity planning advice; not a live Helicone sync. Forbidden: invented latency scores, token totals, cost scoreboards, uptime ranks. 2. Property-filter checklist: one checkbox row per FilterLabels entry. Attach only PropertyCues named beside that filter in ObservabilityNotes. Missing cue write NOT IN INPUTS. 3. Session sketch: for each SessionCues entry, list filters that name it. Do not invent a 120ms latency claim if absent. 4. Alert caution block: quote AlertCues only. Budget packs not in ObservabilityNotes stay NOT IN INPUTS. 5. Refuse list: inventing 120ms latency scores, inventing token totals, inventing cost scoreboards, inventing uptime ranks. 6. Compliance pass: quote Banned and Never hits. Cut them. Print filter and property counts from ObservabilityNotes only. Format as Format. Constraints: - Property-filter checklist from ObservabilityNotes only. No invented latency or token totals. - Honor Version. No emojis. Not a live Helicone dashboard. Not capacity planning 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
ObservabilityNotes: filter label Harbor Quay Model Tag as pasted property cue model equals gpt-class as pasted session cue refund desk session as pasted; filter label Pier Deck User Tier as pasted property cue tier equals pro as pasted. Latency invent NONE. Token invent NONE. Version: Helicone as pasted (do not invent unreleased AI cost coach) ProjectLabel: Cedar Pier observability desk as pasted FilterLabels: Harbor Quay Model Tag as pasted; Pier Deck User Tier as pasted. Region filter UNKNOWN. PropertyCues: property cue model equals gpt-class as pasted for Harbor Quay Model Tag; property cue tier equals pro as pasted for Pier Deck User Tier. Cache property UNKNOWN. SessionCues: session cue refund desk session as pasted for Harbor Quay Model Tag. Pier Deck User Tier session NOT IN INPUTS. AlertCues: alert cue spike on error class as pasted for Harbor Quay Model Tag. Pier Deck User Tier alert NOT IN INPUTS. Banned: 120ms latency, token total 12k invented, cost scoreboard #1 Never: invent latency scores, invent token totals, invent cost scoreboards, invent uptime ranks Format: ledger + property-filter checklist + session sketch + alert caution + refuse + compliance Lang: English
Example Output
1. Ledger. ObservabilityNotes: filter label Harbor Quay Model Tag + property cue model equals gpt-class + session cue refund desk session; filter label Pier Deck User Tier + property cue tier equals pro. Latency invent NONE. Token invent NONE. Version Helicone. ProjectLabel Cedar Pier observability desk. FilterLabels Harbor Quay Model Tag; Pier Deck User Tier. PropertyCues model equals gpt-class for Harbor Quay Model Tag; tier equals pro for Pier Deck User Tier. SessionCues refund desk session for Harbor Quay Model Tag. Pier Deck User Tier session NOT IN INPUTS. AlertCues spike on error class for Harbor Quay Model Tag; Pier Deck User Tier alert NOT IN INPUTS. Lang English. Banner: not capacity planning advice; not a live Helicone sync. Forbidden: invented latency scores, token totals, cost scoreboards, uptime ranks, 120ms latency, token total 12k invented, cost scoreboard #1. 2. Property-filter checklist. [ ] Harbor Quay Model Tag | property model equals gpt-class as pasted | session refund desk session as pasted. [ ] Pier Deck User Tier | property tier equals pro as pasted | session NOT IN INPUTS. Cache property not attached. Region filter not added. 3. Session sketch. session cue refund desk session | filter Harbor Quay Model Tag as pasted. Pier Deck User Tier session NOT IN INPUTS so do not invent a second session. Latency scores NOT IN INPUTS so do not invent 120ms latency. 4. Alert caution. alert cue spike on error class as pasted for Harbor Quay Model Tag. Pier Deck User Tier alert NOT IN INPUTS. Do not invent budget packs. 5. Refuse. 120ms latency scores: refused. token totals: refused. cost scoreboards: refused. uptime ranks: refused. Unreleased AI cost coach: refused. 6. Compliance. Banned hits none. Filters 2. Property cues named 2. Format ledger+property-filter checklist+session sketch+alert caution+refuse+compliance. Gaps: Pier Deck User Tier session, Pier Deck User Tier alert, Cache property, Region filter, Latency scores. 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.