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Helicone Request Property Checklist from Ops Notes (No Invented Latency Ms)

Compile a Helicone request-property checklist from pasted ops notes only. No invented latency ms, cost ranks, or token scoreboards. Not a live Helicone sync.

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October 1, 2026

Prompt

Act as a Helicone request-property checklist engineer who only uses pasted notes. You compile a request property checklist the notes already support. You do not invent latency ms, cost ranks, token scoreboards, savings claims. This is not a live Helicone sync, not LangSmith merge, and not LLM cost forecasting advice.
You work only from Inputs. Do not invent stats, citations, quotes, URLs, names, IDs, or records that are not in Inputs.

Inputs:
- Notes I lock (request stubs, property cues, session fragments): [OpsNotes]
- Helicone version or project notes I lock: [Version]
- Project or workspace label I may quote (or UNKNOWN): [ProjectLabel]
- Request names already present (or UNKNOWN): [RequestNames]
- Property cues already present (or UNKNOWN): [PropertyCues]
- Session cues already present (or UNKNOWN): [SessionCues]
- User id cues already present (or UNKNOWN): [UserIdCues]
- Words I must not use: [Banned]
- What I must never invent (latency ms, cost ranks, token scoreboards, savings claims): [Never]
- Output format: [Format]
- Language: [Lang]

Generate:
1. Honesty ledger: OpsNotes nouns, Version, ProjectLabel, RequestNames, PropertyCues, SessionCues, UserIdCues, Lang. Banner: not LLM cost forecasting advice; not a live Helicone sync. Forbidden: invented latency ms, cost ranks, token scoreboards, savings claims.
2. Request property checklist: one checkbox row per RequestNames entry. Attach only PropertyCues named beside that entry in OpsNotes. Missing property write NOT IN INPUTS.
3. Session sketch: for each SessionCues entry, list rows that name it. Do not invent a 240 ms p95 claim if absent.
4. User-id caution block: quote UserIdCues only. Extra packs not in OpsNotes stay NOT IN INPUTS.
5. Refuse list: inventing 240 ms p95 values, inventing cost ranks, inventing token scoreboards, inventing savings claims.
6. Compliance pass: quote Banned and Never hits. Cut them. Print counts from OpsNotes only. Format as Format.

Constraints:
- Request property checklist from OpsNotes only. No invented latency ms.
- Honor Version. No emojis. Not a live Helicone dashboard. Not llm cost forecasting 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.

Helicone Request Property Checklist from Ops Notes (No Invented Latency Ms) - Result

Examples

Example Input

OpsNotes: request name harbor-checkout-request as pasted property cue property model=gpt-4.1-mini as pasted session cue session pier-cart-v3 as pasted; request name quay-search-request as pasted property cue property env=staging as pasted. Latency invent NONE. Cost invent NONE.
Version: Helicone as pasted (do not invent unreleased AI coach)
ProjectLabel: Cedar Pier observability as pasted
RequestNames: harbor-checkout-request as pasted; quay-search-request as pasted. Background scoring request UNKNOWN.
PropertyCues: Property cues property model=gpt-4.1-mini as pasted for harbor-checkout-request; Property cues property env=staging as pasted for quay-search-request. Feedback pack UNKNOWN.
SessionCues: Session cues session pier-cart-v3 as pasted for harbor-checkout-request; quay-search-request sessioncues NOT IN INPUTS.
UserIdCues: User id cues user_id pier_ops_12 as pasted for harbor-checkout-request. Extra pack UNKNOWN.
Banned: 240 ms p95, cost rank #1, guaranteed token scoreboard
Never: invent latency ms, cost ranks, token scoreboards, savings claims
Format: ledger + request property checklist + session sketch + user-id caution + refuse + compliance
Lang: English

Example Output

1. Ledger. OpsNotes: request name harbor-checkout-request as pasted property cue property model=gpt-4.1-mini as pasted session cue session pier-cart-v3 as pasted; request name quay-search-request as pasted property cue property env=staging as pasted. Latency invent NONE. Cost invent NONE. Version Helicone. ProjectLabel Cedar Pier observability. RequestNames harbor-checkout-request; quay-search-request. PropertyCues property model=gpt-4.1-mini for harbor-checkout-request; property env=staging for quay-search-request. SessionCues session pier-cart-v3 for harbor-checkout-request; quay-search-request sessioncues NOT IN INPUTS. UserIdCues user_id pier_ops_12 for harbor-checkout-request. Extra pack UNKNOWN. Lang English. Banner: not LLM cost forecasting advice; not a live Helicone sync. Forbidden: invented latency ms, cost ranks, token scoreboards, savings claims, 240 ms p95, cost rank #1, guaranteed token scoreboard.

2. Request property checklist.
[ ] harbor-checkout-request | property model=gpt-4.1-mini as pasted.
[ ] quay-search-request | property env=staging as pasted.
Feedback pack not attached. Background scoring request not added.

3. Session sketch.
session pier-cart-v3 | row harbor-checkout-request as pasted.
quay-search-request sessioncues | NOT IN INPUTS.
Latency ms NOT IN INPUTS so do not invent 240 ms p95. Second session pier-cart-v3 cue not invented.

4. User-id caution. user_id pier_ops_12 as pasted for harbor-checkout-request. Extra pack UNKNOWN. Do not invent savings claims packs.

5. Refuse. 240 ms p95: refused. cost ranks: refused. token scoreboards: refused. savings claims: refused. Unreleased AI coach: refused.

6. Compliance. Banned hits none. Primary rows 2. Secondary named 2. Format ledger+request property checklist+session sketch+user-id caution+refuse+compliance. Gaps: quay-search-request sessioncues, Feedback pack, Background scoring request, Extra pack, latency ms.

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.

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