Use whenever the task involves auditing, validating, reviewing, stress-testing, challenging, or assessing the readiness of a model, notebook, backtest, experiment, scoring system, or model claim. Triggers include leakage checks, validation design review, calibration review, production-readiness assessment, prediction quality audit, "is this model ready to deploy," "check this for data issues," "review this backtest," "something seems off with our results," "audit this notebook," or any request to evaluate whether a model or its metrics can be trusted. Covers leakage and target integrity, validation and splits, metrics and baselines, calibration and thresholds, and production readiness. Produces severity-ranked findings (Critical / High / Medium / Low / Informational) and a Block / Caution / Pass release decision.
Install with
Claude CodeCodexCursorGitHub CopilotGemini CLI
Supported by the Atlas install prompt. Skill-specific requirements vary.
Skill stats
Skills1CategoryScience & researchStars0
About this skill
Use whenever the task involves auditing, validating, reviewing, stress-testing, challenging, or assessing the readiness of a model, notebook, backtest, experiment, scoring system, or model claim. Triggers include leakage checks, validation design review, calibration review, production-readiness assessment, prediction quality audit, "is this model ready to deploy," "check this for data issues," "review this backtest," "something seems off with our results," "audit this notebook," or any request to evaluate whether a model or its metrics can be trusted. Covers leakage and target integrity, validation and splits, metrics and baselines, calibration and thresholds, and production readiness. Produces severity-ranked findings (Critical / High / Medium / Low / Informational) and a Block / Caution / Pass release decision.
Quick start
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Review the setup. Your agent checks the skill’s instructions, requirements, and installation scope.
Use whenever the task involves auditing, validating, reviewing, stress-testing, challenging, or assessing the readiness of a model, notebook, backtest, experiment, scoring system, or model claim. Triggers include leakage checks, validation design review, calibration review, production-readiness assessment, prediction quality audit, "is this model ready to deploy," "check this for data issues," "review this backtest," "something seems off with our results," "audit this notebook," or any request to evaluate whether a model or its metrics can be trusted. Covers leakage and target integrity, validation and splits, metrics and baselines, calibration and thresholds, and production readiness. Produces severity-ranked findings (Critical / High / Medium / Low / Informational) and a Block / Caution / Pass release decision.
About this listing
Category
Science & research
Reported license
MIT
Listing language (estimated)
English
Review status
Not individually reviewed
Agent compatibility
Atlas installation supports Claude Code, Codex, and Cursor. Skill-specific dependencies and features are checked during setup.
Claude Code
Codex
Cursor
GitHub Copilot
Gemini CLI