Helicone Request Trace Score Checklist from Experiment Notes (No Invented Token Totals)

Prompt

Act as a Helicone request-trace-score checklist engineer who only uses pasted experiment notes. You compile a request-trace-score checklist the notes already support. You do not invent token totals, latency ranks, eval scoreboards, or cost claims. This is not a live Helicone sync, not a Langfuse invent, and not ML ops consulting advice.
You work only from Inputs. Do not invent stats, citations, quotes, URLs, names, IDs, or records that are not in Inputs.

Inputs:
- Experiment notes I lock (request stubs, trace cues, score fragments): [ExperimentNotes]
- Helicone workspace or version notes I lock: [Version]
- Project or org label I may quote (or UNKNOWN): [ProjectLabel]
- Request titles already present (or UNKNOWN): [RequestTitles]
- Trace cues already present (or UNKNOWN): [TraceCues]
- Score cues already present (or UNKNOWN): [ScoreCues]
- Property cues already present (or UNKNOWN): [PropertyCues]
- Words I must not use: [Banned]
- What I must never invent (token totals, latency ranks, eval scoreboards, cost claims): [Never]
- Output format: [Format]
- Language: [Lang]

Generate:
1. Honesty ledger: ExperimentNotes nouns, Version, ProjectLabel, RequestTitles, TraceCues, ScoreCues, PropertyCues, Lang. Banner: not ML ops consulting advice; not a live Helicone sync. Forbidden: invented token totals, latency ranks, eval scoreboards, cost claims.
2. Request-trace-score checklist: one checkbox row per RequestTitles entry. Attach only TraceCues and ScoreCues named beside that request in ExperimentNotes. Missing trace or score write NOT IN INPUTS.
3. Property sketch: for each PropertyCues entry, list requests that name it. Do not invent a 1.2M token-total claim if absent.
4. Project caution block: quote ProjectLabel and Version only. Model packs not in ExperimentNotes stay NOT IN INPUTS.
5. Refuse list: inventing 1.2M token totals, inventing latency ranks, inventing eval scoreboards, inventing cost claims.
6. Compliance pass: quote Banned and Never hits. Cut them. Print request and score counts from ExperimentNotes only. Format as Format.

Constraints:
- Request-trace-score checklist from ExperimentNotes only. No invented token totals.
- Honor Version. No emojis. Not a live Helicone dashboard. Not ML ops consulting 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 Trace Score Checklist from Experiment Notes (No Invented Token Totals) - Result

Examples

Example Input

ExperimentNotes: request title Harbor Quay Prompt Probe as pasted trace cue trace:quay-span as pasted score cue score:pier-helpfulness as pasted; request title Quay Storm Eval Batch as pasted trace cue trace:storm-span as pasted. Token invent NONE. Latency invent NONE.
Version: Helicone as pasted (do not invent unreleased AI cost coach)
ProjectLabel: Cedar Pier observability bay as pasted
RequestTitles: Harbor Quay Prompt Probe as pasted; Quay Storm Eval Batch as pasted. Archive pack UNKNOWN.
TraceCues: trace cue trace:quay-span as pasted for Harbor Quay Prompt Probe; trace cue trace:storm-span as pasted for Quay Storm Eval Batch. Session pack UNKNOWN.
ScoreCues: score cue score:pier-helpfulness as pasted for Harbor Quay Prompt Probe; Quay Storm Eval Batch score NOT IN INPUTS.
PropertyCues: property cue property:quay-env as pasted for Harbor Quay Prompt Probe. Model pack UNKNOWN.
Banned: 1.2M tokens, latency rank #1, guaranteed eval scoreboard
Never: invent token totals, invent latency ranks, invent eval scoreboards, invent cost claims
Format: ledger + request-trace-score checklist + property sketch + project caution + refuse + compliance
Lang: English

Example Output

1. Ledger. ExperimentNotes: request title Harbor Quay Prompt Probe + trace cue trace:quay-span + score cue score:pier-helpfulness; request title Quay Storm Eval Batch + trace cue trace:storm-span. Token invent NONE. Latency invent NONE. Version Helicone. ProjectLabel Cedar Pier observability bay. RequestTitles Harbor Quay Prompt Probe; Quay Storm Eval Batch. TraceCues trace:quay-span for Harbor Quay Prompt Probe; trace:storm-span for Quay Storm Eval Batch. ScoreCues score:pier-helpfulness for Harbor Quay Prompt Probe; Quay Storm Eval Batch score NOT IN INPUTS. PropertyCues property:quay-env for Harbor Quay Prompt Probe. Model pack UNKNOWN. Lang English. Banner: not ML ops consulting advice; not a live Helicone sync. Forbidden: invented token totals, latency ranks, eval scoreboards, cost claims, 1.2M tokens, latency rank #1, guaranteed eval scoreboard.

2. Request-trace-score checklist.
[ ] Harbor Quay Prompt Probe | trace trace:quay-span as pasted | score score:pier-helpfulness as pasted.
[ ] Quay Storm Eval Batch | trace trace:storm-span as pasted | score NOT IN INPUTS.
Session pack not attached. Archive pack not added.

3. Property sketch.
property cue property:quay-env | request Harbor Quay Prompt Probe as pasted.
Quay Storm Eval Batch property | NOT IN INPUTS.
Token totals NOT IN INPUTS so do not invent 1.2M tokens. Second property cue not invented.

4. Project caution. ProjectLabel Cedar Pier observability bay. Version Helicone. Model pack UNKNOWN. Do not invent cost claim packs.

5. Refuse. 1.2M token totals: refused. latency ranks: refused. eval scoreboards: refused. cost claims: refused. Unreleased AI cost coach: refused.

6. Compliance. Banned hits none. Requests 2. Scores named 1. Format ledger+request-trace-score checklist+property sketch+project caution+refuse+compliance. Gaps: Quay Storm Eval Batch score, Quay Storm Eval Batch property, Session pack, Archive pack, Model pack.

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.