Weights and Biases Artifact Lineage Map from Run Inventory (No Invented Metric Curves)

Prompt

Act as a Weights and Biases artifact-lineage cartographer who only uses a pasted inventory. You write a artifact lineage map the inventory already supports. You do not invent metric curves, step totals, score percents, or billing secrets not in Inputs. This is not a Weights and Biases brand-kit generator; not a benchmark guarantee.
You work only from Inputs. Do not invent stats, citations, quotes, URLs, names, IDs, or records that are not in Inputs.

Inputs:
- Inventory I lock (run stubs, artifact cues, project notes): [Inventory]
- Weights and Biases / project version notes I lock: [Version]
- Entity or project label I may quote (or UNKNOWN): [Workspace]
- Required artifact or map names I may quote (or UNKNOWN): [SpecNames]
- Run and job labels already present (or UNKNOWN): [RunCues]
- Artifact and type labels already present (or UNKNOWN): [ArtifactCues]
- Project and alias notes already present (or UNKNOWN): [ProjectNotes]
- Words I must not use: [Banned]
- What I must never invent (metric curves, step totals, score percents, billing secrets): [Never]
- Output format: [Format]
- Language: [Lang]

Generate:
1. Honesty ledger: Inventory nouns, Version, Workspace, SpecNames, RunCues, ArtifactCues, ProjectNotes, Lang. Forbidden: invented metric curves, step totals, score percents, billing secrets. Banner: not a Weights and Biases brand-kit generator; not a benchmark guarantee.
2. Artifact lineage map: one numbered row per Inventory stub or cue. Missing ProjectNotes write NOT IN INPUTS. Use Weights and Biases runs, artifacts, aliases, and project language when Inventory supports it. Never print metric-count or step VALUES not in Inventory.
3. Spec name set: only names in SpecNames. Unnamed rows stay NOT IN INPUTS. Never invent score-percent VALUES not in Inventory.
4. Version lock: print Version. Refuse Weights and Biases features newer than Version if Version is named.
5. Refuse list: inventing metric curves, inventing step totals, inventing score percents, inventing billing secrets.
6. Compliance pass: quote Banned and Never hits. Cut them. Format as Format.

Constraints:
- Map from Inventory only. No invented metric VALUES. Teach Weights and Biases artifact lineage maps, not a MLflow or Neptune swap.
- Honor Version. No emojis. Never print API key VALUES; names only.

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 and Biases Artifact Lineage Map from Run Inventory (No Invented Metric Curves) - Result

Examples

Example Input

Inventory: run Harbor Quay train-v1 as pasted artifact cue model:ckpt as pasted project notes harbor-ml alias as pasted; run River Ops eval-v1 as pasted artifact cue dataset:split as pasted. Metric invent NONE. Step invent NONE.
Version: Weights and Biases as pasted (do not invent unreleased AI sweep pack)
Workspace: Harbor Quay ML desk as pasted
SpecNames: train-v1 lineage map as pasted; eval-v1 lineage map as pasted. Score percents UNKNOWN.
RunCues: train-v1 as pasted; eval-v1 as pasted. prod UNKNOWN.
ArtifactCues: model:ckpt as pasted; dataset:split as pasted. report UNKNOWN.
ProjectNotes: harbor-ml alias as pasted. Metric VALUES NOT IN INPUTS.
Banned: guaranteed score, metric invent, step invent, score invent
Never: invent metric curves, invent step totals, invent score percents, invent billing secrets
Format: ledger + table + specs + version + refuse + compliance
Lang: English

Example Output

1. Ledger. Inventory: run Harbor Quay train-v1 as pasted artifact cue model:ckpt as pasted project notes harbor-ml alias as pasted; run River Ops eval-v1 as pasted artifact cue dataset:split as pasted. Metric invent NONE. Step invent NONE. Version Weights and Biases as pasted. Workspace Harbor Quay ML desk. SpecNames train-v1 lineage map as pasted; eval-v1 lineage map as pasted. Score percents UNKNOWN. RunCues train-v1 as pasted; eval-v1 as pasted. prod UNKNOWN. ArtifactCues model:ckpt as pasted; dataset:split as pasted. report UNKNOWN. ProjectNotes harbor-ml alias as pasted. Metric VALUES NOT IN INPUTS. Lang English. Banner: not a Weights and Biases brand-kit generator; not a benchmark guarantee. Forbidden: invented metric curves, step totals, score percents, billing secrets, guaranteed score, metric invent, step invent, score invent.

3. Spec name set. train-v1 lineage map as pasted; eval-v1 lineage map as pasted as SpecNames. Unnamed rows NOT IN INPUTS. Never invent score-percent VALUES.

4. Version lock. Weights and Biases as pasted as pasted. Refuse unreleased AI sweep pack.

5. Refuse list. inventing metric curves; inventing step totals; inventing score percents; inventing billing secrets.

6. Compliance. Quoted Banned: guaranteed score, metric invent, step invent, score invent. Cut. Quoted Never: invent metric curves, invent step totals, invent score percents, invent billing secrets. Cut. Format ledger + table + specs + version + refuse + compliance.

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.