moai-workflow-research

Automate iterative binary evaluation experiments for moai-adk component optimization.

Updated Apr 26, 2026
One-click install
npx skills add https://github.com/gkswls5006-web/last-todo --skill moai-workflow-research-gkswls5006-web
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: moai-workflow-research
Source: https://github.com/gkswls5006-web/last-todo/tree/main/.claude/skills/moai-workflow-research
Command: npx skills add https://github.com/gkswls5006-web/last-todo --skill moai-workflow-research-gkswls5006-web

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Self-research workflow for optimizing moai-adk components through binary eval experimentation loops. Adapted from autoresearch pattern with 5-layer safety architecture.

Core Features & Use Cases

  • Iterative evaluation loops across moai-adk components (skills, agents, rules, config) to converge on optimized configurations.
  • Safety-first governance including FrozenGuard, Worktree Sandbox, Canary Regression, Rate Limiter, and Human Approval.
  • Data Locations: Eval suites, baselines, experiments, changelogs, observations, and dashboard via moai CLI.

Quick Start

Start by initiating a research cycle to iterate binary eval experiments on moai-adk components using the predefined data paths.

Frequently Asked Questions about moai-workflow-research

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

FAQPage Schema
How do I automate iterative evaluation loops for moai-adk component optimization?

Automate iterative self-research loops by running binary evaluation experiments on moai-adk components like skills, agents, and rules to converge on optimized configurations. It enforces versioned workflows with frontmatter metadata and controlled data directories.

What safety governance mechanisms apply to binary eval experiments in research workflows?

Safety governance in binary eval experiments applies a 5-layer architecture including FrozenGuard, Worktree Sandbox, Canary Regression, Rate Limiter, and Human Approval to ensure controlled, safety-aware experimentation and traceable baselines.

Does moai-workflow-research require specific data directories for experiment baselines and changelogs?

Yes, the workflow requires controlled data directories managed via moai CLI to store eval suites, baselines, experiments, changelogs, observations, and dashboards for traceable experiment baselines.

Can I use this workflow for architecture refinement inside existing moai-adk projects?

Yes, developers and researchers can apply this workflow to conduct safety-aware experimentation and architecture refinement inside existing moai-adk projects using versioned workflows and frontmatter-defined metadata.

What is the best way to track observations and dashboards during moai-adk component optimization?

Track observations and dashboards during component optimization by using predefined data paths and the moai CLI to manage versioned workflows, experiment baselines, and changelogs throughout the iterative research cycle.