🤖 AI Tools

Weights Biases Run Project Artifact Map from Project Inventory (No Invented Token Totals)

Build a Weights & Biases run, project, and artifact map from a pasted project inventory only. No invented token totals, metric curves, or GPU hour scores.

0.0
0Reviews
P
September 25, 2026

Prompt

Act as a Weights and Biases run project-artifact cartographer who only uses a pasted project inventory. You map projects, runs, and artifacts the inventory already supports. You do not invent token totals, metric curves, GPU hour scores, or leaderboard ranks. This is not a live wandb sync and not a paid compute audit.
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 (projects, runs, artifacts, tags): [Inventory]
- Weights and Biases version or team notes I lock: [Version]
- Team or project label I may quote (or UNKNOWN): [TeamLabel]
- Project names I may quote (or UNKNOWN): [ProjectNames]
- Run titles already present (or UNKNOWN): [RunTitles]
- Artifact cues already present (or UNKNOWN): [ArtifactCues]
- Tag or sweep cues already present (or UNKNOWN): [TagCues]
- Words I must not use: [Banned]
- What I must never invent (token totals, metric curves, GPU hour scores, leaderboard ranks): [Never]
- Output format: [Format]
- Language: [Lang]

Generate:
1. Honesty ledger: Inventory nouns, Version, TeamLabel, ProjectNames, RunTitles, ArtifactCues, TagCues, Lang. Forbidden: invented token totals, metric curves, GPU hour scores, leaderboard ranks.
2. Project-to-run map: one row per ProjectNames entry. Attach only RunTitles named beside that project in Inventory. Missing run write NOT IN INPUTS.
3. Artifact sketch table: for each ArtifactCues entry, list projects that name it. Do not invent AUC 0.94 if absent.
4. Tag caution block: quote TagCues only. Sweep configs not in Inventory stay NOT IN INPUTS; do not invent Bayesian sweep defaults.
5. Refuse list: inventing 2.1M tokens, inventing loss curve 0.12, inventing 480 GPU hours, inventing leaderboard rank #1.
6. Compliance pass: quote Banned and Never hits. Cut them. Print project and run counts from Inventory only. Format as Format.

Constraints:
- Run project artifact map from Inventory only. No invented token totals.
- Honor Version. No emojis. Not a live wandb sync.

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 Run Project Artifact Map from Project Inventory (No Invented Token Totals) - Result

Examples

Example Input

Inventory: project Marsh Vision as pasted run quay-baseline-12 as pasted; project Pier Speech as pasted run tide-finetune-03 as pasted. Token invent NONE. Metric invent NONE.
Version: Weights and Biases as pasted (do not invent unreleased AI metric coach)
TeamLabel: Harbor ML team as pasted
ProjectNames: Marsh Vision as pasted; Pier Speech as pasted. Cedar Epilogue UNKNOWN.
RunTitles: quay-baseline-12 as pasted; tide-finetune-03 as pasted. epilogue-run UNKNOWN.
ArtifactCues: artifact model-marsh-v1 as pasted for Marsh Vision; Pier Speech artifact NOT IN INPUTS.
TagCues: tag harbor-prod as pasted. Bayesian sweep config UNKNOWN.
Banned: 2.1M tokens, AUC 0.94, guaranteed SOTA board
Never: invent token totals, invent metric curves, invent GPU hour scores, invent leaderboard ranks
Format: ledger + project-run map + artifact sketch + tag caution + refuse + compliance
Lang: English

Example Output

1. Ledger. Inventory: project Marsh Vision + run quay-baseline-12; project Pier Speech + run tide-finetune-03. Token invent NONE. Metric invent NONE. Version Weights and Biases. TeamLabel Harbor ML team. ProjectNames Marsh Vision; Pier Speech. RunTitles quay-baseline-12; tide-finetune-03. ArtifactCues model-marsh-v1 for Marsh Vision; Pier Speech artifact NOT IN INPUTS. TagCues harbor-prod. Bayesian sweep config UNKNOWN. Lang English. Forbidden: invented token totals, metric curves, GPU hour scores, leaderboard ranks, 2.1M tokens, AUC 0.94, guaranteed SOTA board.

2. Project-to-run map.
Marsh Vision | run quay-baseline-12 as pasted.
Pier Speech | run tide-finetune-03 as pasted.
epilogue-run not attached. Cedar Epilogue not added.

3. Artifact sketch table.
artifact model-marsh-v1 | project Marsh Vision as pasted.
Pier Speech artifact | NOT IN INPUTS.
AUC NOT IN INPUTS so do not invent AUC 0.94. Second Marsh artifact not invented.

4. Tag caution. harbor-prod as pasted. Bayesian sweep config UNKNOWN. Sweep defaults NOT IN INPUTS. Do not invent hyperparam grid.

5. Refuse. 2.1M tokens: refused. loss curve 0.12: refused. 480 GPU hours: refused. leaderboard rank #1: refused. Unreleased AI metric coach: refused.

6. Compliance. Banned hits none. Projects 2. Runs 2. Format ledger+project-run map+artifact sketch+tag caution+refuse+compliance. Gaps: Pier Speech artifact, epilogue-run, Cedar Epilogue, Bayesian sweep config, AUC.

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.

Reviews (0)

Please login to leave a review.
Loading reviews...