model-refine-pipeline

Integrate model refinement and solve planning into executable research pipelines.

1|Updated Apr 2, 2026
One-click install
npx skills add https://github.com/Best6668/AMIS --skill model-refine-pipeline
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: model-refine-pipeline
Source: https://github.com/Best6668/AMIS/tree/main/skills/model-refine-pipeline
Command: npx skills add https://github.com/Best6668/AMIS --skill model-refine-pipeline

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Enables end-to-end orchestration of the model refinement and solve-planning process to turn rough modeling ideas into a concrete, paper-ready plan.

Core Features & Use Cases

  • End-to-end workflow that chains model refinement with a detailed solve plan, ensuring a cohesive thesis and executable plan.
  • Generates a set of deliverables including FINAL_PROPOSAL, REVIEW_SUMMARY, REFINEMENT_REPORT, SOLVE_PLAN, SOLVE_TRACKER, and PIPELINE_SUMMARY.
  • Phase-guided triage and gate checks to stabilize the method before experiments, with reuse of existing refined proposals when valid.
  • Supports integration with sibling skills (model-refine and solve-plan) for modular use or an all-in-one pipeline.

Quick Start

Ask the skill to fuse your current modeling idea with a concrete solve plan to produce a complete, end-to-end pipeline.

Frequently Asked Questions about model-refine-pipeline

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

FAQPage Schema
How do I turn a rough modeling idea into an executable research pipeline?

To turn a rough modeling idea into an executable research pipeline, you need an end-to-end workflow that chains model refinement with solve planning. This process enforces staged triage and gate checks to stabilize your method before producing a concrete, paper-ready plan.

What deliverables do I need for end-to-end model refinement and solve planning?

End-to-end model refinement and solve planning requires a comprehensive set of deliverables to track progress and finalize outputs. You should generate a FINAL_PROPOSAL, REVIEW_SUMMARY, REFINEMENT_REPORT, SOLVE_PLAN, SOLVE_TRACKER, and PIPELINE_SUMMARY to ensure a cohesive thesis and executable plan.

Can I reuse an existing refined proposal within a new solve planning workflow?

Yes, you can reuse an existing refined proposal within a solve planning workflow. The pipeline supports phase-guided triage and gate checks that validate and stabilize your method, allowing the integration of valid prior proposals before moving forward to generate a final execution plan.

Does the model refinement pipeline support modular use for academic paper writing?

The model refinement pipeline supports modular use for academic paper writing by allowing integration with sibling skills. You can utilize model-refine and solve-plan independently for modular application or combine them into an all-in-one pipeline to produce a complete thesis and detailed execution plan.

When do I need phase-guided triage and gate checks in a research pipeline?

You need phase-guided triage and gate checks in a research pipeline when you must stabilize your modeling method before committing to experiments. This staged workflow ensures your initial idea is thoroughly refined and validated, preventing flawed concepts from advancing into the final paper writing and execution phases.