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idea-discovery-robot

Orchestrate a robotics idea discovery workflow from problem framing to critical review.

Updated Mar 17, 2026
Search Tags:#evaluation#robotics#embodied-ai#novelty-check#literature-survey#idea-discovery
One-click install
npx skills add https://github.com/loujc/Auto-claude-code-research-in-sleep-manual --skill idea-discovery-robot-loujc
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: idea-discovery-robot
Source: https://github.com/loujc/Auto-claude-code-research-in-sleep-manual/tree/main/skills/idea-discovery-robot
Command: npx skills add https://github.com/loujc/Auto-claude-code-research-in-sleep-manual --skill idea-discovery-robot-loujc

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

This Skill orchestrates a robotics idea discovery workflow that frames problems, surveys literature, filters ideas, and produces critical reviews to guide autonomous robotics research.

Core Features & Use Cases

  • Robotics problem framing and phase-based workflow
  • Robotics literature survey with a robotics-focused lens
  • Automated idea generation, novelty checks, and critical review
  • Structured Phase 1-5 process with explicit pilots and evaluation
  • Clear pathway from broad ideas to benchmark-grounded, sim-first outputs

Quick Start

Provide a robotics problem frame and generate a ranked set of top idea directions using robotics framing.

Frequently Asked Questions about idea-discovery-robot

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

FAQPage Schema
How do I find novel research ideas for embodied AI and robotics?▼

You can discover novel robotics research ideas by using an idea discovery workflow that frames problems, surveys literature, filters for novelty, and produces critical reviews to guide autonomous robotics research.

What is the best way to do a literature survey for robotics manipulation research?▼

A robotics-focused literature survey evaluates existing research through an embodied AI lens, filtering ideas based on novelty to produce benchmark-grounded outputs for manipulation and locomotion tasks.

Can I use an automated idea discovery pipeline for sim2real drone navigation?▼

Yes, an automated idea discovery pipeline applies to drone navigation and sim2real considerations, framing problems and generating evaluation metrics and pilot plans for autonomous robotics research.

How does novelty checking work in an autonomous robotics research workflow?▼

Novelty checking in a robotics research workflow filters generated ideas against existing literature, ensuring selected research directions provide unique contributions before producing critical external reviews.

What domains does a robotics idea discovery workflow support?▼

A robotics idea discovery workflow supports manipulation, locomotion, navigation, drones, and embodied AI domains, emphasizing sim2real considerations and benchmark-grounded outputs throughout the phase-based process.

Do I need external review metrics for an embodied AI pilot plan?▼

Yes, an embodied AI pilot plan requires external review with explicit metrics to validate the proposed robotics research direction and ensure the generated idea is benchmark-grounded.

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