🤖 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.
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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.

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.