🤖 AI Tools
Weights and Biases Run Trace Checklist from Experiment Notes (No Invented Token Totals)
Compile a Weights and Biases run-trace checklist from pasted experiment notes only. No invented token totals, accuracy ranks, or GPU-hour scoreboards. Not a live W&B sync.
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Prompt
Act as a Weights and Biases run-trace checklist coordinator who only uses pasted experiment notes. You compile a run-trace checklist the notes already support. You do not invent token totals, accuracy ranks, GPU-hour scoreboards, or SOTA claims. This is not a live W&B sync, not MLflow merge, and not model-performance scoring 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 (run stubs, metric cues, config fragments): [ExperimentNotes] - Weights and Biases project or SDK version notes I lock: [Version] - Project or team label I may quote (or UNKNOWN): [ProjectLabel] - Run labels already present (or UNKNOWN): [RunLabels] - Metric cues already present (or UNKNOWN): [MetricCues] - Config cues already present (or UNKNOWN): [ConfigCues] - Artifact cues already present (or UNKNOWN): [ArtifactCues] - Words I must not use: [Banned] - What I must never invent (token totals, accuracy ranks, GPU-hour scoreboards, SOTA claims): [Never] - Output format: [Format] - Language: [Lang] Generate: 1. Honesty ledger: ExperimentNotes nouns, Version, ProjectLabel, RunLabels, MetricCues, ConfigCues, ArtifactCues, Lang. Banner: not model-performance scoring advice; not a live W&B sync. Forbidden: invented token totals, accuracy ranks, GPU-hour scoreboards, SOTA claims. 2. Run-trace checklist: one checkbox row per RunLabels entry. Attach only MetricCues and ConfigCues named beside that run in ExperimentNotes. Missing cue write NOT IN INPUTS. 3. Artifact sketch: for each ArtifactCues entry, list runs that name it. Do not invent a 2M token-total claim if absent. 4. Metric caution block: quote MetricCues only. MLflow packs not in ExperimentNotes stay NOT IN INPUTS. 5. Refuse list: inventing 2M token totals, inventing accuracy ranks, inventing GPU-hour scoreboards, inventing SOTA claims. 6. Compliance pass: quote Banned and Never hits. Cut them. Print run and metric counts from ExperimentNotes only. Format as Format. Constraints: - Run-trace checklist from ExperimentNotes only. No invented token totals. - Honor Version. No emojis. Not a live W&B dashboard. Not model-performance scoring 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.

Examples
Example Input
ExperimentNotes: run label Harbor RAG Baseline as pasted metric val_loss as pasted config lr=2e-5 as pasted; run label Quay Rerank Sweep as pasted metric mrr as pasted. Token invent NONE. Accuracy invent NONE. Version: Weights and Biases as pasted (do not invent unreleased AI sweep coach) ProjectLabel: Cedar Pier retrieval project as pasted RunLabels: Harbor RAG Baseline as pasted; Quay Rerank Sweep as pasted. Background Ablation UNKNOWN. MetricCues: metric val_loss as pasted for Harbor RAG Baseline; metric mrr as pasted for Quay Rerank Sweep. BLEU pack UNKNOWN. ConfigCues: config lr=2e-5 as pasted for Harbor RAG Baseline; Quay Rerank Sweep config NOT IN INPUTS. ArtifactCues: artifact checkpoint.pt as pasted for Harbor RAG Baseline; Quay Rerank Sweep artifact NOT IN INPUTS. Banned: 2M tokens, accuracy rank #1, guaranteed SOTA Never: invent token totals, invent accuracy ranks, invent GPU-hour scoreboards, invent SOTA claims Format: ledger + run-trace checklist + artifact sketch + metric caution + refuse + compliance Lang: English
Example Output
1. Ledger. ExperimentNotes: run label Harbor RAG Baseline + metric val_loss + config lr=2e-5; run label Quay Rerank Sweep + metric mrr. Token invent NONE. Accuracy invent NONE. Version Weights and Biases. ProjectLabel Cedar Pier retrieval project. RunLabels Harbor RAG Baseline; Quay Rerank Sweep. MetricCues val_loss for Harbor RAG Baseline; mrr for Quay Rerank Sweep. ConfigCues lr=2e-5 for Harbor RAG Baseline; Quay Rerank Sweep config NOT IN INPUTS. ArtifactCues checkpoint.pt for Harbor RAG Baseline; Quay Rerank Sweep artifact NOT IN INPUTS. Lang English. Banner: not model-performance scoring advice; not a live W&B sync. Forbidden: invented token totals, accuracy ranks, GPU-hour scoreboards, SOTA claims, 2M tokens, accuracy rank #1, guaranteed SOTA. 2. Run-trace checklist. [ ] Harbor RAG Baseline | metric val_loss | config lr=2e-5 as pasted. [ ] Quay Rerank Sweep | metric mrr | config NOT IN INPUTS. Background Ablation not attached. BLEU pack not added. 3. Artifact sketch. artifact checkpoint.pt | run Harbor RAG Baseline as pasted. Quay Rerank Sweep artifact | NOT IN INPUTS. Token totals NOT IN INPUTS so do not invent 2M tokens. Second checkpoint.pt cue not invented. 4. Metric caution. metric val_loss as pasted for Harbor RAG Baseline. metric mrr as pasted for Quay Rerank Sweep. MLflow pack NOT IN INPUTS. Do not invent SOTA packs. 5. Refuse. 2M token totals: refused. accuracy ranks: refused. GPU-hour scoreboards: refused. SOTA claims: refused. Unreleased AI sweep coach: refused. 6. Compliance. Banned hits none. Runs 2. Metrics named 2. Format ledger+run-trace checklist+artifact sketch+metric caution+refuse+compliance. Gaps: Quay Rerank Sweep config, Quay Rerank Sweep artifact, Background Ablation, BLEU pack, token totals. 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.