# Social Stockfish

> AI conversation assistant using Monte Carlo tree search to optimize text replies

Social Stockfish is an experimental conversational reasoning assistant built during DevFest 2025. It applies chess-engine-style Monte Carlo simulations across hundreds of potential future conversation branches to calculate and suggest the optimal next message toward a user-defined goal. Rather than relying on simple linear chain-of-thought, it visualizes state exploration and scores replies by expected value.

Website: https://devpost.com/software/social-stockfish-yd1k23

## What it is for

- Simulate future conversational branches to decide what text to send next
- Optimize messaging tactics toward a specific social or dating objective
- Study alternative AI reasoning paradigms like Monte Carlo tree search for NLP

## Features

- Goal-oriented conversational input field
- Parallel simulation of hundreds of potential conversation outcomes
- Ranked reply recommendations scored by expected outcome value
- Conversational State Exploration dot-grid UI displaying branching paths
- Monte Carlo evaluation grid interface
- Integration running alongside iMessage

## Pricing

Free. Hackathon project (unreleased public build)

## Details

- Type: Web app
- Category: [AI](https://xiry.app/topics/ai.md)
- Platforms: Web, macOS
- For: Hackathon judges, AI engineers, and texters curious about game-theoretic conversation assistants
- Tags: tree search, monte carlo, messaging, imessage, groq, flask

## Why it was saved

- [@eddybuild, 13 February 2025](https://x.com/eddybuild/status/1889908182501433669): A concrete example of applying chess-engine-style tree search (Monte Carlo simulation over future conversation states) to social conversations, plus a well-designed interface for showing model reasoning.

## Related

- [GroqCloud Custom LLM for ElevenLabs Voice Agents](https://xiry.app/resources/groqcloud-custom-llm-for-elevenlabs-voice-agents): Connect low-latency Groq-hosted models like Llama 4 to ElevenLabs Conversational AI (Tip, Freemium)

Updated 10 October 2026. Page: https://xiry.app/resources/social-stockfish

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