openclaw
Featured
openclaw
OpenClaw is a self-hosted personal AI assistant that runs on your own devices and integrates with over 25 messaging channels, featuring voice support, a live canvas, and multi-agent routing.
Why it is worth attention
It offers a complete pipeline from game state extraction via a BepInEx plugin to LLM-based decision making and memory-backed iterative improvement, resembling a scientific experiment loop for game automation.
Who it is for
- Game AI researchers
- Game automation hobbyists
- Turmoil players interested in AI-assisted play
- Developers building LLM agents for interactive environments
Use cases
- Automating gameplay of Turmoil to accumulate in-game wealth and learn strategies
- Studying how LLMs can handle real-time decision making with structured memory
- Benchmarking self-play and hypothesis validation in a closed game environment
- Experimenting with prompt engineering and agent memory architectures
Strengths
- Clear two-layer architecture separating game plugin and LLM agent
- Supports infinite self-play with automated hypothesis and tip validation using seed-based replay
- Implements scoring curves and a MiniBatch verification approach similar to Microsoft SkillOpt
- Well-documented with deployment scripts and detailed memory system manuals
Considerations
- Early-stage project with possible bugs
- Requires manual installation of BepInEx and game dependency (Turmoil)
- LLM API calls incur cost and latency, limiting high-frequency experiments
README quick start
快速开始
Description
用 AI Agent 自动游玩《Turmoil》（石油大亨）并不断积累经验进化的实验项目.
Related repositories
Similar projects matched by category, topics, and programming language.
yetone
Featured
kill-ai-slop
Kill AI Slop is a multilingual field guide and agent skill that catalogues 33 common AI-generated design tells with interactive before-after demos, and provides a tool to scan and fix web projects.
RongleCat
Featured
grok-app
Grok App is a desktop command center built with Tauri 2 that wraps the local Grok Build CLI into a graphical workbench for managing sessions, projects, media, automations, and accounts.