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experiment-execution

Orchestrate Phase 4 experimental execution with fixed seeds and environment snapshots.

11|1|Updated Feb 22, 2026
Search Tags:#automation#execution#gates#reproducibility#experiments#baselines#phase4
One-click install
npx skills add https://github.com/EvoClaw/amplify --skill experiment-execution
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: experiment-execution
Source: https://github.com/EvoClaw/amplify/tree/main/skills/experiment-execution
Command: npx skills add https://github.com/EvoClaw/amplify --skill experiment-execution

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

This Skill orchestrates all implementation and experimentation for research projects, ensuring Phase 4 readiness and disciplined execution across exploratory and full-run stages.

Core Features & Use Cases

  • Two-stage execution: Phase 4a exploratory validation and Phase 4b full execution, with gates and checklists.
  • Gated workflow enforcement: strong adherence to plan, baselines, and minimum guardrails; supports repeatable, auditable experiments.
  • Reproducibility and governance: seeds, environment logging, and evaluation protocol alignment are baked in.

Quick Start

Ingest Phase 3 plan, ensure Gate G2/G3 status is met, and initialize Phase 4a explorations followed by Phase 4b execution.

Frequently Asked Questions about experiment-execution

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I coordinate end-to-end experiment execution for reproducible research?▼

Two-stage experiment execution splits workflows into Phase 4a exploratory validation and Phase 4b full execution, applying gating rules and checklists to ensure disciplined, repeatable research progression.

How do I enforce reproducibility and governance during full experiment runs?▼

Gated workflow enforcement applies strict adherence to project plans, baselines, and minimum guardrails, supporting repeatable and auditable experiment execution across both exploratory and full-run stages.

What is the difference between exploratory validation and full execution in research experiments?▼

To start experiment execution, ingest the Phase 3 plan, ensure Gate G2/G3 status requirements are met, and initialize Phase 4a exploratory validations before proceeding to Phase 4b full execution.

Do I need a completed Phase 3 plan before starting Phase 4 experiment execution?▼

Experiment execution supports both Type M and Type D experiments, applying gated workflow enforcement and reproducibility protocols to ensure disciplined execution and iterative refinements across both experiment types.

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