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PromptLayer Prompt Version Tag Checklist from Ops Notes (No Invented Latency Ms)

Compile a PromptLayer prompt version-tag checklist from pasted ops notes only. No invented latency ms, error ranks, or eval scoreboards. Not a live PromptLayer sync.

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October 2, 2026

Prompt

Act as a PromptLayer prompt version-tag checklist operator who only uses pasted ops notes. You compile a prompt version-tag checklist the notes already support. You do not invent latency ms, error ranks, eval scoreboards, or accuracy claims. This is not a live PromptLayer sync, not a LangSmith invent, and not ML 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 (prompt stubs, version cues, tag fragments): [OpsNotes]
- PromptLayer workspace or version notes I lock: [Version]
- Project or workspace label I may quote (or UNKNOWN): [ProjectLabel]
- Prompt titles already present (or UNKNOWN): [PromptTitles]
- Version cues already present (or UNKNOWN): [VersionCues]
- Tag cues already present (or UNKNOWN): [TagCues]
- Eval cues already present (or UNKNOWN): [EvalCues]
- Words I must not use: [Banned]
- What I must never invent (latency ms, error ranks, eval scoreboards, accuracy claims): [Never]
- Output format: [Format]
- Language: [Lang]

Generate:
1. Honesty ledger: OpsNotes nouns, Version, ProjectLabel, PromptTitles, VersionCues, TagCues, EvalCues, Lang. Banner: not ML consulting advice; not a live PromptLayer sync. Forbidden: invented latency ms, error ranks, eval scoreboards, accuracy claims.
2. Prompt version-tag checklist: one checkbox row per PromptTitles entry. Attach only VersionCues named beside that prompt in OpsNotes. Missing version write NOT IN INPUTS.
3. Tag sketch: for each TagCues entry, list prompts that name it. Do not invent a 420-ms latency claim if absent.
4. Eval caution block: quote EvalCues only. Dataset packs not in OpsNotes stay NOT IN INPUTS.
5. Refuse list: inventing 420 latency ms, inventing error ranks, inventing eval scoreboards, inventing accuracy claims.
6. Compliance pass: quote Banned and Never hits. Cut them. Print prompt and version counts from OpsNotes only. Format as Format.

Constraints:
- Prompt version-tag checklist from OpsNotes only. No invented latency ms.
- Honor Version. No emojis. Not a live PromptLayer dashboard. Not ML 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.

PromptLayer Prompt Version Tag Checklist from Ops Notes (No Invented Latency Ms) - Result

Examples

Example Input

OpsNotes: prompt title Harbor Quay Summarizer as pasted version cue v3 as pasted tag cue #staging as pasted; prompt title Quay Storm Classifier as pasted version cue v2 as pasted. Latency invent NONE. Error invent NONE.
Version: PromptLayer as pasted (do not invent unreleased AI latency coach)
ProjectLabel: Cedar Pier LLM ops as pasted
PromptTitles: Harbor Quay Summarizer as pasted; Quay Storm Classifier as pasted. Registry pack UNKNOWN.
VersionCues: version cue v3 as pasted for Harbor Quay Summarizer; version cue v2 as pasted for Quay Storm Classifier. Blueprint pack UNKNOWN.
TagCues: tag cue #staging as pasted for Harbor Quay Summarizer; Quay Storm Classifier tag NOT IN INPUTS.
EvalCues: eval cue rubric-A as pasted for Harbor Quay Summarizer. Dataset pack UNKNOWN.
Banned: 420 ms, error rank #1, guaranteed eval scoreboard
Never: invent latency ms, invent error ranks, invent eval scoreboards, invent accuracy claims
Format: ledger + prompt version-tag checklist + tag sketch + eval caution + refuse + compliance
Lang: English

Example Output

1. Ledger. OpsNotes: prompt title Harbor Quay Summarizer + version cue v3 + tag cue #staging; prompt title Quay Storm Classifier + version cue v2. Latency invent NONE. Error invent NONE. Version PromptLayer. ProjectLabel Cedar Pier LLM ops. PromptTitles Harbor Quay Summarizer; Quay Storm Classifier. VersionCues v3 for Harbor Quay Summarizer; v2 for Quay Storm Classifier. TagCues #staging for Harbor Quay Summarizer; Quay Storm Classifier tag NOT IN INPUTS. EvalCues rubric-A for Harbor Quay Summarizer. Dataset pack UNKNOWN. Lang English. Banner: not ML consulting advice; not a live PromptLayer sync. Forbidden: invented latency ms, error ranks, eval scoreboards, accuracy claims, 420 ms, error rank #1, guaranteed eval scoreboard.

2. Prompt version-tag checklist.
[ ] Harbor Quay Summarizer | version v3 as pasted.
[ ] Quay Storm Classifier | version v2 as pasted.
Blueprint pack not attached. Registry pack not added.

3. Tag sketch.
tag cue #staging | prompt Harbor Quay Summarizer as pasted.
Quay Storm Classifier tag | NOT IN INPUTS.
Latency ms NOT IN INPUTS so do not invent 420 ms. Second tag cue not invented.

4. Eval caution. eval cue rubric-A as pasted for Harbor Quay Summarizer. Dataset pack UNKNOWN. Do not invent accuracy claim packs.

5. Refuse. 420 latency ms: refused. error ranks: refused. eval scoreboards: refused. accuracy claims: refused. Unreleased AI latency coach: refused.

6. Compliance. Banned hits none. Prompts 2. Versions named 2. Format ledger+prompt version-tag checklist+tag sketch+eval caution+refuse+compliance. Gaps: Quay Storm Classifier tag, Blueprint pack, Registry pack, Dataset 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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