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ds-implement

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Implement DS tasks with output-first verification.

Data & Analytics#implementation#verification#data science#delegation#etl#output-first
Authoredwinhu
Version1.0.0
Installs0

System Documentation

What problem does it solve?

This Skill ensures that data science analysis tasks are implemented rigorously, with every step producing verifiable output, preventing silent errors and ensuring reproducibility.

Core Features & Use Cases

  • Output-First Verification: Mandates visible output for every code execution, preventing assumptions about correctness.
  • Delegation Protocol: Enforces the use of sub-agents for analysis tasks, separating orchestration from execution.
  • Rationalization Prevention: Actively guards against common excuses for skipping verification steps.
  • Use Case: When implementing a complex data science model, this Skill ensures that each data transformation, feature engineering step, and model training iteration is checked for correctness before proceeding, leading to more reliable results.

Quick Start

Implement the analysis tasks defined in PLAN.md using the ds-implement skill.

Dependency Matrix

Required Modules

None required

Components

references

💻 Claude Code Installation

Recommended: Let Claude install automatically. Simply copy and paste the text below to Claude Code.

Please help me install this Skill:
Name: ds-implement
Download link: https://github.com/edwinhu/workflows/archive/main.zip#ds-implement

Please download this .zip file, extract it, and install it in the .claude/skills/ directory.
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