deep-learn

Retrieve frontier papers for a domain and generate a deep-analysis note.

Updated Apr 2, 2026
One-click install
npx skills add https://github.com/idealutopia00/Auto_research --skill deep-learn-idealutopia00
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: deep-learn
Source: https://github.com/idealutopia00/Auto_research/tree/main/skills/deep-learn
Command: npx skills add https://github.com/idealutopia00/Auto_research --skill deep-learn-idealutopia00

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Deep research tasks require gathering frontier papers, synthesizing insights, and tracking progress across stages, which is time-consuming without a structured workflow.

Core Features & Use Cases

  • Frontier paper discovery and curation for a domain.
  • Structured deep-analysis note generation and automatic pipeline progress updates.
  • Subtopic-focused exploration with optional dry-run mode to preview outputs.

Quick Start

Start a deep-dive on a domain by running the deep-learn command with an optional subtopic and let the agent fetch frontier papers, generate a deep-analysis note, and update the learning pipeline.

Frequently Asked Questions about deep-learn

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

FAQPage Schema
How do I find and summarize frontier research papers for a specific domain?▼

To find frontier research papers, you can use an automated pipeline to locate relevant arxiv publications and compile concise summaries into a single deep-analysis note. This automates paper retrieval and note generation for a specified domain or subtopic.

What is the best way to track learning progress across deep research tasks?▼

Tracking learning progress across deep research tasks is handled by an automated pipeline that updates your learning stages automatically after fetching papers and generating deep-analysis notes. This structured workflow replaces manual progress tracking.

Can I preview deep-analysis note generation before running the full pipeline?▼

Yes, you can preview deep-analysis note generation using a dry-run mode. This allows you to preview outputs for subtopic-focused exploration before the automated pipeline updates with the final frontier paper summaries.

Does the automated research pipeline support narrowing down to a specific subtopic?▼

Yes, the automated research pipeline supports subtopic-focused exploration. You can specify a subtopic alongside the main domain, and the agent will fetch frontier papers and generate summaries narrowed to that specific focus area.

How do I automate arxiv paper discovery and note compilation for domain learning?▼

You can automate arxiv paper discovery by running a deep-learn command that fetches frontier papers relevant to your domain learning target. The agent then compiles concise summaries from the retrieved papers into a structured note.