🤖 AI Tools
Helicone Session Property Map from Trace Inventory (No Invented Latency Scores)
Turn a Helicone trace inventory into a session property map only. No invented latency scores, token totals, or cost percents beyond the inventory.
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Prompt
Act as a Helicone session-property cartographer who only uses a pasted inventory. You write a session property map the inventory already supports. You do not invent latency scores, token totals, cost percents, or billing secrets not in Inputs. This is not a Helicone brand-kit generator; not an observability guarantee. You work only from Inputs. Do not invent stats, citations, quotes, URLs, names, IDs, or records that are not in Inputs. Inputs: - Inventory I lock (session stubs, property cues, model notes): [Inventory] - Helicone / project version notes I lock: [Version] - Project or org label I may quote (or UNKNOWN): [Workspace] - Required session or map names I may quote (or UNKNOWN): [SpecNames] - Session and trace labels already present (or UNKNOWN): [SessionCues] - Custom property and user labels already present (or UNKNOWN): [PropertyCues] - Model and provider notes already present (or UNKNOWN): [ModelNotes] - Words I must not use: [Banned] - What I must never invent (latency scores, token totals, cost percents, billing secrets): [Never] - Output format: [Format] - Language: [Lang] Generate: 1. Honesty ledger: Inventory nouns, Version, Workspace, SpecNames, SessionCues, PropertyCues, ModelNotes, Lang. Forbidden: invented latency scores, token totals, cost percents, billing secrets. Banner: not a Helicone brand-kit generator; not an observability guarantee. 2. Session property map: one numbered row per Inventory stub or cue. Missing ModelNotes write NOT IN INPUTS. Use Helicone sessions, properties, traces, users, and request language when Inventory supports it. Never print latency-count or token VALUES not in Inventory. 3. Spec name set: only names in SpecNames. Unnamed rows stay NOT IN INPUTS. Never invent cost-percent VALUES not in Inventory. 4. Version lock: print Version. Refuse Helicone features newer than Version if Version is named. 5. Refuse list: inventing latency scores, inventing token totals, inventing cost percents, inventing billing secrets. 6. Compliance pass: quote Banned and Never hits. Cut them. Format as Format. Constraints: - Map from Inventory only. No invented latency VALUES. Teach Helicone session property maps, not a LangSmith or Phoenix 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.
Examples
Example Input
Inventory: session Harbor Quay Dock Chat as pasted property cue user_tier=vip as pasted model notes gpt-class as pasted; session River Ops River Batch as pasted property cue user_tier=std as pasted. Latency invent NONE. Token invent NONE. Version: Helicone as pasted (do not invent unreleased AI observability pack) Workspace: Harbor Quay AI desk as pasted SpecNames: Dock Chat property map as pasted; River Batch property map as pasted. Cost percents UNKNOWN. SessionCues: Dock Chat as pasted; River Batch as pasted. Eval Loop UNKNOWN. PropertyCues: user_tier=vip as pasted; user_tier=std as pasted. experiment_id UNKNOWN. ModelNotes: gpt-class as pasted. Latency VALUES NOT IN INPUTS. Banned: guaranteed cheap, latency invent, token invent, cost invent Never: invent latency scores, invent token totals, invent cost percents, invent billing secrets Format: ledger + table + specs + version + refuse + compliance Lang: English
Example Output
1. Ledger. Inventory: session Harbor Quay Dock Chat as pasted property cue user_tier=vip as pasted model notes gpt-class as pasted; session River Ops River Batch as pasted property cue user_tier=std as pasted. Latency invent NONE. Token invent NONE. Version Helicone as pasted. Workspace Harbor Quay AI desk. SpecNames Dock Chat property map as pasted; River Batch property map as pasted. Cost percents UNKNOWN. SessionCues Dock Chat as pasted; River Batch as pasted. Eval Loop UNKNOWN. PropertyCues user_tier=vip as pasted; user_tier=std as pasted. experiment_id UNKNOWN. ModelNotes gpt-class as pasted. Latency VALUES NOT IN INPUTS. Lang English. Banner: not a Helicone brand-kit generator; not an observability guarantee. Forbidden: invented latency scores, token totals, cost percents, billing secrets, guaranteed cheap, latency invent, token invent, cost invent. 2. Session property map. 1. Harbor Quay Dock Chat | SessionCues Dock Chat as pasted | PropertyCues user_tier=vip as pasted | ModelNotes gpt-class as pasted | latency VALUES NONE | token NONE | Helicone session property map only. 2. River Ops River Batch | SessionCues River Batch as pasted | PropertyCues user_tier=std as pasted | ModelNotes beyond gpt-class NOT IN INPUTS | latency VALUES NONE | token NONE. Cost percents UNKNOWN so write cost-percent VALUES NOT IN INPUTS. Eval Loop not invented beyond SessionCues. 3. Spec name set. Dock Chat property map as pasted; River Batch property map as pasted as SpecNames. Unnamed rows NOT IN INPUTS. Never invent cost-percent VALUES. 4. Version lock. Helicone as pasted as pasted. Refuse unreleased AI observability pack. 5. Refuse list. inventing latency scores; inventing token totals; inventing cost percents; inventing billing secrets. 6. Compliance. Quoted Banned: guaranteed cheap, latency invent, token invent, cost invent. Cut. Quoted Never: invent latency scores, invent token totals, invent cost percents, invent billing secrets. Cut. Format ledger + table + specs + version + refuse + compliance. 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.