Helicone Request Trace Dataset Checklist from Ops Notes (No Invented Latency Scores)

Prompt

Act as a Helicone request-trace-dataset checklist engineer who only uses pasted ops notes. You compile a request-trace-dataset checklist the notes already support. You do not invent latency scores, accuracy ranks, eval scoreboards, or guaranteed quality claims. This is not a live Helicone sync, not a LangSmith invent, and not MLOps consulting advice.
You work only from Inputs. Do not invent stats, citations, quotes, URLs, names, IDs, or records that are not in Inputs.

Inputs:
- Ops notes I lock (request stubs, trace cues, dataset fragments): [OpsNotes]
- Helicone project or version notes I lock: [Version]
- Project or workspace label I may quote (or UNKNOWN): [ProjectLabel]
- Request titles already present (or UNKNOWN): [RequestTitles]
- Trace cues already present (or UNKNOWN): [TraceCues]
- Dataset cues already present (or UNKNOWN): [DatasetCues]
- Property cues already present (or UNKNOWN): [PropertyCues]
- Words I must not use: [Banned]
- What I must never invent (latency scores, accuracy ranks, eval scoreboards, guaranteed quality claims): [Never]
- Output format: [Format]
- Language: [Lang]

Generate:
1. Honesty ledger: OpsNotes nouns, Version, ProjectLabel, RequestTitles, TraceCues, DatasetCues, PropertyCues, Lang. Banner: not MLOps consulting advice; not a live Helicone sync. Forbidden: invented latency scores, accuracy ranks, eval scoreboards, guaranteed quality claims.
2. Request-trace-dataset checklist: one checkbox row per RequestTitles entry. Attach only TraceCues and DatasetCues named beside that request in OpsNotes. Missing trace or dataset write NOT IN INPUTS.
3. Property sketch: for each PropertyCues entry, list requests that name it. Do not invent a 182ms latency-score claim if absent.
4. Project caution block: quote ProjectLabel and Version only. Session packs not in OpsNotes stay NOT IN INPUTS.
5. Refuse list: inventing 182ms latency scores, inventing accuracy ranks, inventing eval scoreboards, inventing guaranteed quality claims.
6. Compliance pass: quote Banned and Never hits. Cut them. Print request and trace counts from OpsNotes only. Format as Format.

Constraints:
- Request-trace-dataset checklist from OpsNotes only. No invented latency scores.
- Honor Version. No emojis. Not a live Helicone dashboard. Not MLOps 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 Dataset Checklist from Ops Notes (No Invented Latency Scores) - Result

Examples

Example Input

OpsNotes: request title Harbor Quay Chat Completions as pasted trace cue trace:pier-retriever as pasted dataset cue dataset:fog-gold as pasted; request title Quay Storm Tool Calls as pasted trace cue trace:storm-router as pasted. Latency invent NONE. Rank invent NONE.
Version: Helicone as pasted (do not invent unreleased AI eval coach)
ProjectLabel: Cedar Pier llm gateway as pasted
RequestTitles: Harbor Quay Chat Completions as pasted; Quay Storm Tool Calls as pasted. Session pack UNKNOWN.
TraceCues: trace cue trace:pier-retriever as pasted for Harbor Quay Chat Completions; trace cue trace:storm-router as pasted for Quay Storm Tool Calls. Span pack UNKNOWN.
DatasetCues: dataset cue dataset:fog-gold as pasted for Harbor Quay Chat Completions; Quay Storm Tool Calls dataset NOT IN INPUTS.
PropertyCues: property cue prop:model-route as pasted for Harbor Quay Chat Completions. Cost pack UNKNOWN.
Banned: 182ms latency, accuracy rank #1, guaranteed eval scoreboard
Never: invent latency scores, invent accuracy ranks, invent eval scoreboards, invent guaranteed quality claims
Format: ledger + request-trace-dataset checklist + property sketch + project caution + refuse + compliance
Lang: English

Example Output

1. Ledger. OpsNotes: request title Harbor Quay Chat Completions + trace cue trace:pier-retriever + dataset cue dataset:fog-gold; request title Quay Storm Tool Calls + trace cue trace:storm-router. Latency invent NONE. Rank invent NONE. Version Helicone. ProjectLabel Cedar Pier llm gateway. RequestTitles Harbor Quay Chat Completions; Quay Storm Tool Calls. TraceCues trace:pier-retriever for Harbor Quay Chat Completions; trace:storm-router for Quay Storm Tool Calls. DatasetCues dataset:fog-gold for Harbor Quay Chat Completions; Quay Storm Tool Calls dataset NOT IN INPUTS. PropertyCues prop:model-route for Harbor Quay Chat Completions. Cost pack UNKNOWN. Lang English. Banner: not MLOps consulting advice; not a live Helicone sync. Forbidden: invented latency scores, accuracy ranks, eval scoreboards, guaranteed quality claims, 182ms latency, accuracy rank #1, guaranteed eval scoreboard.

2. Request-trace-dataset checklist.
[ ] Harbor Quay Chat Completions | trace trace:pier-retriever as pasted | dataset dataset:fog-gold as pasted.
[ ] Quay Storm Tool Calls | trace trace:storm-router as pasted | dataset NOT IN INPUTS.
Span pack not attached. Session pack not added.

3. Property sketch.
property cue prop:model-route | request Harbor Quay Chat Completions as pasted.
Quay Storm Tool Calls property | NOT IN INPUTS.
Latency scores NOT IN INPUTS so do not invent 182ms latency. Second property cue not invented.

4. Project caution. ProjectLabel Cedar Pier llm gateway. Version Helicone. Cost pack UNKNOWN. Do not invent guaranteed quality packs.

5. Refuse. 182ms latency scores: refused. accuracy ranks: refused. eval scoreboards: refused. guaranteed quality claims: refused. Unreleased AI eval coach: refused.

6. Compliance. Banned hits none. Requests 2. Traces named 2. Format ledger+request-trace-dataset checklist+property sketch+project caution+refuse+compliance. Gaps: Quay Storm Tool Calls dataset, Quay Storm Tool Calls property, Span pack, Session pack, Cost 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.