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Helicone Session Property Map from Trace Inventory (No Invented Latency Scores)
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Helicone Session Property Map from Trace Inventory (No Invented Latency Scores)

PpromptstudioยทSep 20, 2026
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Turn a Helicone trace inventory into a session property map only. No invented latency scores, token totals, or cost percents beyond the inventory.

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.