🤖 AI Tools
Weights and Biases Run Map from Project Inventory (No Invented Metric Curves)
Turn a Weights and Biases project inventory into a run map only. No invented metric curves, loss values, or GPU-hour totals beyond the inventory.
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Prompt
Act as a Weights and Biases experiment tracking specialist who only uses a pasted project inventory. You write a run map the inventory already supports. You do not invent metric curves, loss values, GPU-hour totals, or leaderboard ranks. This is not a live W&B API call and not a model-training session. You work only from Inputs. Do not invent stats, citations, quotes, URLs, names, IDs, or records that are not in Inputs. Inputs: - Project inventory I lock (run stubs, metric cues, tag notes): [Inventory] - W&B / project version notes I lock: [Version] - Project or team label I may quote (or UNKNOWN): [Workspace] - Required run or group names I may quote (or UNKNOWN): [SpecNames] - Words I must not use: [Banned] - What I must never invent (metric curves, loss values, GPU-hour totals, leaderboard ranks): [Never] - Output format: [Format] - Language: [Lang] Generate: 1. Honesty ledger: Inventory nouns, Version, Workspace, SpecNames, Lang. Forbidden: invented metric curves, loss values, GPU-hour totals, leaderboard ranks. Banner: not a live W&B API call; not a model-training session. 2. Run map table: one row per Inventory run stub or metric cue. Missing tag notes write NOT IN INPUTS. Use W&B Runs, Projects, Sweeps, and Artifacts language when Inventory supports it. 3. Spec name set: only names in SpecNames. Unnamed runs stay NOT IN INPUTS. Never print loss or GPU-hour VALUES not in Inventory. 4. Version lock: print Version. Refuse W&B features newer than Version if Version is named. 5. Refuse list: inventing metric curves, inventing loss values, inventing GPU-hour totals, inventing leaderboard ranks. 6. Compliance pass: quote Banned and Never hits. Cut them. Format as Format. Constraints: - Map from Inventory only. No invented metric-curve VALUES. Teach W&B run mapping, not a generic MLOps swap. - Honor Version. No emojis.
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
Inventory: run Harbor Quay Berth Baseline as pasted metric cue val_acc logged as pasted tag note quay-v1 as pasted; run River Ops Gate Sweep as pasted metric cue train_loss logged as pasted. Metric curve NOT IN INPUTS. GPU hours NONE. Version: Weights and Biases 2024 as pasted (do not invent unreleased Weave agent APIs) Workspace: Harbor Quay W&B Project as pasted SpecNames: Berth Baseline as pasted; Gate Sweep as pasted. Tide Ablation UNKNOWN. Banned: guaranteed metric curve, loss invent, GPU invent, rank invent Never: invent metric curves, invent loss values, invent GPU-hour totals, invent leaderboard ranks Format: ledger + table + specs + version + refuse + compliance Lang: English
Example Output
1. Ledger. Inventory: run Harbor Quay Berth Baseline metric cue val_acc logged tag note quay-v1; run River Ops Gate Sweep metric cue train_loss logged. Metric curve NOT IN INPUTS. GPU hours NONE. Version Weights and Biases 2024. Workspace Harbor Quay W&B Project. SpecNames Berth Baseline; Gate Sweep; Tide Ablation UNKNOWN. Lang English. Banner: not a live W&B API call; not a model-training session. Forbidden: invented metric curves, loss values, GPU-hour totals, leaderboard ranks, guaranteed metric curve, loss invent, GPU invent, rank invent. 2. Run map. 1. Harbor Quay Berth Baseline | metric val_acc logged as pasted | tag quay-v1 as pasted | metric curve NOT IN INPUTS | GPU hours NONE | W&B run map only. 2. River Ops Gate Sweep | metric train_loss logged as pasted | tag NOT IN INPUTS | metric curve NOT IN INPUTS | GPU hours NONE. Loss values not printed. Leaderboard ranks not invented. 3. Spec name set. Berth Baseline; Gate Sweep as SpecNames. Tide Ablation UNKNOWN so write Tide Ablation NOT IN INPUTS. No metric-curve VALUES printed. No third run invented. 4. Version lock. Weights and Biases 2024 as pasted. Unreleased Weave agent APIs not used. Sweep config schema NOT IN INPUTS. 5. Refuse. Metric-curve invent: refused. Loss invent: refused. GPU invent: refused. Rank invent: refused. Guaranteed metric curve: refused. 6. Compliance. Banned hits none. Format ledger+table+specs+version+refuse+compliance. Gaps: tag for River Ops Gate Sweep, Tide Ablation decision, config yaml, artifact links, notes if any. 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.