When should I use the Beam Search strategy?

Use Beam Search for general problems where you want the AI to maintain and compare several (usually 3-10) of the most promising solution paths simultaneously.

How does Reasoner differ from Sequential Thinking?

While Sequential Thinking handles simple linear steps, Reasoner uses scoring, ranking, and non-linear search strategies like MCTS to find the best possible path among many alternatives.

What are the specialized MCTS variants for?

The mcts_002_alpha variant provides higher exploration bonuses for creative solutions, while mcts_002alt_alpha rewards longer reasoning paths for deeper, more detailed analysis.

Can I branch off an existing thought process?

Yes, by utilizing the parent_id parameter, you can instruct the reasoner to branch from a specific previous node to explore an alternative direction.

Advanced AI Reasoner

Name: Advanced AI Reasoner
Author: cyrup-ai

bycyrup-ai

0•

데이터 과학 및 ML

Enhances Claude's problem-solving capabilities using advanced search strategies like Beam Search and Monte Carlo Tree Search.

The Reasoner skill empowers Claude to tackle complex, multi-faceted problems that require more than simple linear thinking. By utilizing sophisticated search algorithms—including Beam Search for maintaining multiple high-quality paths and MCTS for exploring deep decision trees—it identifies optimal solutions through scoring and ranking. This tool is essential for architectural decision-making, creative exploration, and high-stakes optimization where finding the single best reasoning path is critical to the final output.

주요 기능

01Exploration-exploitation balancing with UCB1/PUCT algorithms

02Branching capabilities to explore alternative solutions from specific nodes

030 GitHub stars

04Path scoring and ranking to identify optimal reasoning chains

05Semantic analysis and path validation for high-quality logic steps

06Multi-strategy search including Beam Search and Monte Carlo Tree Search (MCTS)

사용 사례

01Evaluating complex architectural trade-offs like microservices vs. monoliths

02Creative problem-solving where non-linear exploration of multiple paths is required

03Optimizing distributed systems and consensus algorithms

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add cyrup-ai/kodegen-claude-plugin reasoner

For use in Claude.ai and ChatGPT

Download Skill