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Weights Biases Sweep Config Metric Row Checklist from Run Notes (No Invented Accuracy Scores)

Compile a Weights & Biases sweep config metric-row checklist from pasted run notes only. No invented accuracy scores, leaderboard ranks, or training scoreboards. Not a live W&B sync.

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October 3, 2026

Prompt

Act as a Weights and Biases sweep config metric-row checklist engineer who only uses pasted run notes. You compile a sweep config metric-row checklist the notes already support. You do not invent accuracy scores, leaderboard ranks, training scoreboards, or latency claims. This is not a live W and B sync, not a LangSmith 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:
- Run notes I lock (sweep stubs, config cues, metric fragments): [RunNotes]
- Weights and Biases project or version notes I lock: [Version]
- Project or team label I may quote (or UNKNOWN): [ProjectLabel]
- Sweep titles already present (or UNKNOWN): [SweepTitles]
- Config cues already present (or UNKNOWN): [ConfigCues]
- Metric cues already present (or UNKNOWN): [MetricCues]
- Artifact cues already present (or UNKNOWN): [ArtifactCues]
- Words I must not use: [Banned]
- What I must never invent (accuracy scores, leaderboard ranks, training scoreboards, latency claims): [Never]
- Output format: [Format]
- Language: [Lang]

Generate:
1. Honesty ledger: RunNotes nouns, Version, ProjectLabel, SweepTitles, ConfigCues, MetricCues, ArtifactCues, Lang. Banner: not ML ops consulting advice; not a live W and B sync. Forbidden: invented accuracy scores, leaderboard ranks, training scoreboards, latency claims.
2. Sweep config metric-row checklist: one checkbox row per SweepTitles entry. Attach only ConfigCues and MetricCues named beside that sweep in RunNotes. Missing config or metric write NOT IN INPUTS.
3. Artifact sketch: for each ArtifactCues entry, list sweeps that name it. Do not invent a 0.97 accuracy-score claim if absent.
4. Project caution block: quote ProjectLabel and Version only. Run-group packs not in RunNotes stay NOT IN INPUTS.
5. Refuse list: inventing 0.97 accuracy scores, inventing leaderboard ranks, inventing training scoreboards, inventing latency claims.
6. Compliance pass: quote Banned and Never hits. Cut them. Print sweep and config counts from RunNotes only. Format as Format.

Constraints:
- Sweep config metric-row checklist from RunNotes only. No invented accuracy scores.
- Honor Version. No emojis. Not a live W and B 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.

Weights Biases Sweep Config Metric Row Checklist from Run Notes (No Invented Accuracy Scores) - Result

Examples

Example Input

RunNotes: sweep title Harbor Quay LR as pasted config cue lr=1e-4 as pasted metric cue val_f1 as pasted; sweep title Quay Storm Batch as pasted config cue batch=32 as pasted. Accuracy invent NONE. Latency invent NONE.
Version: Weights and Biases as pasted (do not invent unreleased AI training coach)
ProjectLabel: Cedar Pier vision project as pasted
SweepTitles: Harbor Quay LR as pasted; Quay Storm Batch as pasted. Run-group pack UNKNOWN.
ConfigCues: config cue lr=1e-4 as pasted for Harbor Quay LR; config cue batch=32 as pasted for Quay Storm Batch. Hyperparam pack UNKNOWN.
MetricCues: metric cue val_f1 as pasted for Harbor Quay LR; Quay Storm Batch metric NOT IN INPUTS.
ArtifactCues: artifact cue ckpt:hq-lr as pasted for Harbor Quay LR. Dataset pack UNKNOWN.
Banned: 0.97 accuracy, leaderboard rank #1, guaranteed training scoreboard
Never: invent accuracy scores, invent leaderboard ranks, invent training scoreboards, invent latency claims
Format: ledger + sweep config metric-row checklist + artifact sketch + project caution + refuse + compliance
Lang: English

Example Output

1. Ledger. RunNotes: sweep title Harbor Quay LR + config cue lr=1e-4 + metric cue val_f1; sweep title Quay Storm Batch + config cue batch=32. Accuracy invent NONE. Latency invent NONE. Version Weights and Biases. ProjectLabel Cedar Pier vision project. SweepTitles Harbor Quay LR; Quay Storm Batch. ConfigCues lr=1e-4 for Harbor Quay LR; batch=32 for Quay Storm Batch. MetricCues val_f1 for Harbor Quay LR; Quay Storm Batch metric NOT IN INPUTS. ArtifactCues ckpt:hq-lr for Harbor Quay LR. Dataset pack UNKNOWN. Lang English. Banner: not ML ops consulting advice; not a live W and B sync. Forbidden: invented accuracy scores, leaderboard ranks, training scoreboards, latency claims, 0.97 accuracy, leaderboard rank #1, guaranteed training scoreboard.

2. Sweep config metric-row checklist.
[ ] Harbor Quay LR | config lr=1e-4 as pasted | metric val_f1 as pasted.
[ ] Quay Storm Batch | config batch=32 as pasted | metric NOT IN INPUTS.
Hyperparam pack not attached. Run-group pack not added.

3. Artifact sketch.
artifact cue ckpt:hq-lr | sweep Harbor Quay LR as pasted.
Quay Storm Batch artifact | NOT IN INPUTS.
Accuracy scores NOT IN INPUTS so do not invent 0.97 accuracy. Second artifact cue not invented.

4. Project caution. ProjectLabel Cedar Pier vision project. Version Weights and Biases. Dataset pack UNKNOWN. Do not invent latency claim packs.

5. Refuse. 0.97 accuracy scores: refused. leaderboard ranks: refused. training scoreboards: refused. latency claims: refused. Unreleased AI training coach: refused.

6. Compliance. Banned hits none. Sweeps 2. Configs named 2. Format ledger+sweep config metric-row checklist+artifact sketch+project caution+refuse+compliance. Gaps: Quay Storm Batch metric, Quay Storm Batch artifact, Hyperparam pack, Run-group pack, Dataset 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.

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