Awesome Agentic Reasoning

Skill by ara.so — AI Agent Skills collection.

This skill provides expertise in navigating and utilizing the Awesome Agentic Reasoning repository — a comprehensive, curated collection of research papers and resources on agentic reasoning for Large Language Models (LLMs). The repository is based on the survey paper "Agentic Reasoning for Large Language Models: A Survey" and organizes cutting-edge research into foundational reasoning, self-evolving systems, and multi-agent collaboration.

What This Repository Provides

The Awesome Agentic Reasoning repository offers:

• Categorized Research Papers: Organized by thematic areas including planning, tool use, search, self-evolution, multi-agent systems, and real-world applications
• Benchmarks: Comprehensive lists of evaluation frameworks for agentic reasoning capabilities
• Three-Layer Framework:
  • Foundational Reasoning: Core single-agent abilities (planning, tool-use, search)
  • Self-Evolving Reasoning: Adaptation through feedback, memory, and learning
  • Collective Reasoning: Multi-agent coordination and collaborative intelligence
• Application Domains: Math/coding agents, scientific discovery, embodied agents, healthcare, web exploration
• Survey Materials: Slides and the comprehensive survey paper