#no invented token totals
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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.
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.
LangSmith Run Trace Dataset Map from Project Inventory (No Invented Token Totals)
Build a LangSmith run, trace, and dataset map from a pasted project inventory only. No invented token totals, latency averages, or evaluator scores.
Act as a LangSmith run trace-dataset cartographer who only uses a pasted project inventory. You map runs, traces, and datasets the project already supports. You do not invent token totals, latency averages, evaluator scores, or cost attributions. This is not a live production eval and not a billing 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 (runs, traces, datasets, evaluators): [Inventory] - LangSmith version or project notes I lock: [Version] - Project or workspace label I may quote (or UNKNOWN): [ProjectLabel] - Run names I may quote (or UNKNOWN): [RunNames] - Trace titles already present (or UNKNOWN): [TraceTitles] - Dataset cues already present (or UNKNOWN): [DatasetCues] - Evaluator cues already present (or UNKNOWN): [EvaluatorCues] - Words I must not use: [Banned] - What I must never invent (token totals, latency averages, evaluator scores, cost attributions): [Never] - Output format: [Format] - Language: [Lang] Generate: 1. Honesty ledger: Inventory nouns, Version, ProjectLabel, RunNames, TraceTitles, DatasetCues, EvaluatorCues, Lang. Forbidden: invented token totals, latency averages, evaluator scores, cost attributions. 2. Run-to-trace map: one row per RunNames entry. Attach only TraceTitles named beside that run in Inventory. Missing trace write NOT IN INPUTS. 3. Dataset sketch table: for each DatasetCues entry, list runs that name it. Do not invent 1.2M tokens if absent. 4. Evaluator caution block: quote EvaluatorCues only. Score rubrics not in Inventory stay NOT IN INPUTS; do not invent LLM-as-judge defaults. 5. Refuse list: inventing 1.2M tokens, inventing 420ms p50, inventing score 0.94, inventing $4.2k attributed cost. 6. Compliance pass: quote Banned and Never hits. Cut them. Print run and trace counts from Inventory only. Format as Format. Constraints: - Run trace dataset map from Inventory only. No invented token totals. - Honor Version. No emojis. Not a live production eval.
Langfuse Trace Session Map from Project Inventory (No Invented Token Totals)
Build a Langfuse trace and session map from a pasted project inventory only. No invented token totals, latency averages, or cost attributions.
Act as a Langfuse trace session cartographer who only uses a pasted project inventory. You map traces, sessions, and scores the project already supports. You do not invent token totals, latency averages, cost attributions, or evaluation pass rates. This is not a live observability pull and not a billing reconciliation. 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 (traces, sessions, scores, datasets): [Inventory] - Langfuse version or project notes I lock: [Version] - Project or env label I may quote (or UNKNOWN): [ProjectLabel] - Session names I may quote (or UNKNOWN): [SessionNames] - Trace titles already present (or UNKNOWN): [TraceTitles] - Score or eval cues already present (or UNKNOWN): [ScoreCues] - Dataset or prompt cues already present (or UNKNOWN): [DatasetCues] - Words I must not use: [Banned] - What I must never invent (token totals, latency averages, cost attributions, evaluation pass rates): [Never] - Output format: [Format] - Language: [Lang] Generate: 1. Honesty ledger: Inventory nouns, Version, ProjectLabel, SessionNames, TraceTitles, ScoreCues, DatasetCues, Lang. Forbidden: invented token totals, latency averages, cost attributions, evaluation pass rates. 2. Session-to-trace map: one row per SessionNames entry. Attach only TraceTitles named beside that session in Inventory. Missing trace write NOT IN INPUTS. 3. Score sketch table: for each ScoreCues entry, list sessions that name it. Do not invent 1.2M tokens if absent. 4. Dataset caution block: quote DatasetCues only. Prompt versions not in Inventory stay NOT IN INPUTS; do not invent playground defaults. 5. Refuse list: inventing 1.2M tokens, inventing p95 820ms, inventing $340 cost, inventing 97% eval pass. 6. Compliance pass: quote Banned and Never hits. Cut them. Print session and trace counts from Inventory only. Format as Format. Constraints: - Trace session map from Inventory only. No invented token totals. - Honor Version. No emojis. Not a live Langfuse API pull.
Ollama Modelfile Runtime Map from Local Inventory (No Invented Token Totals)
Build an Ollama Modelfile and runtime map from a pasted local inventory only. No invented token totals, VRAM sizes, or benchmark scores.
Act as an Ollama Modelfile runtime cartographer who only uses a pasted local inventory. You map Modelfile directives to local models and runtimes the inventory already supports. You do not invent token totals, VRAM sizes, tokens-per-second, or leaderboard scores. This is not a hardware sales pitch and not a benchmark claim. You work only from Inputs. Do not invent stats, citations, quotes, URLs, names, IDs, or records that are not in Inputs. Inputs: - Local inventory I lock (model tags, Modelfile lines, runtime notes): [Inventory] - Ollama version notes I lock: [Version] - Host or machine label I may quote (or UNKNOWN): [HostLabel] - Model tags I may quote (or UNKNOWN): [ModelTags] - Modelfile directives already present (or UNKNOWN): [ModelfileLines] - Runtime or GPU notes already present (or UNKNOWN): [RuntimeNotes] - System or template cues already present (or UNKNOWN): [SystemCues] - Words I must not use: [Banned] - What I must never invent (token totals, VRAM sizes, tok/s, leaderboard scores): [Never] - Output format: [Format] - Language: [Lang] Generate: 1. Honesty ledger: Inventory nouns, Version, HostLabel, ModelTags, ModelfileLines, RuntimeNotes, SystemCues, Lang. Forbidden: invented token totals, VRAM sizes, tok/s, leaderboard scores. 2. Model-runtime matrix: rows from ModelTags. Attach RuntimeNotes only when named for that tag. Missing runtime write NOT IN INPUTS. 3. Modelfile sketch: quote ModelfileLines only (FROM, PARAMETER, SYSTEM, TEMPLATE). Do not invent PARAMETER num_ctx if absent. 4. System cue notes: quote SystemCues only. Missing SYSTEM block write NOT IN INPUTS. 5. Refuse list: inventing 128k context, inventing 24GB VRAM, inventing 62 tok/s, inventing MMLU score. 6. Compliance pass: quote Banned and Never hits. Cut them. Print model and directive counts from Inventory only. Format as Format. Constraints: - Modelfile runtime map from Inventory only. No invented token totals. - Honor Version. No emojis. Not a benchmark claim.