Skip to content
New issue

Have a question about this project? Sign up for a free GitHub account to open an issue and contact its maintainers and the community.

Sign up for GitHub

By clicking “Sign up for GitHub”, you agree to our terms of service and privacy statement. We’ll occasionally send you account related emails.

Already on GitHub? Sign in to your account

Jump to bottom

Add MCTS Integration for Sequential Thinking #668

Open
wants to merge 2 commits into
base: main
Choose a base branch
from
Open

Add MCTS Integration for Sequential Thinking #668

wants to merge 2 commits into from

Conversation

alexandephilia
Copy link

This PR adds Monte Carlo Tree Search (MCTS) integration to enhance the Sequential Thinking server with advanced decision-making capabilities.

Key Features:

  • MCTS-based thought exploration and evaluation
  • Dynamic action selection based on context
  • Configurable exploration vs exploitation balance
  • Thought scoring system for optimization
  • Type-safe implementation with TypeScript

The integration allows for:

  1. More intelligent thought sequencing
  2. Better handling of branching decisions
  3. Improved revision suggestions
  4. Optimized thought path selection

Testing Instructions:

  1. Clone the branch
  2. Run the tests
  3. Try different thought sequences to verify MCTS optimization

This enhancement significantly improves the quality of sequential thinking by adding probabilistic decision-making capabilities.

Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment
Reviewers
No reviews
Assignees
No one assigned
Labels
None yet
Projects
None yet
Milestone
No milestone
Development

Successfully merging this pull request may close these issues.
1 participant
@alexandephilia