lechmazur/buyout_game

An LLM Arena that pits AI models against each other in a battle of diplomacy and deviousness

A benchmark for conversational bargaining by language models. In each 20‑round match one LLM plays buyer, one plays seller, and both hold a hidden private value. Every round they swap a short public message, then post a bid or ask; a deal clears whenever the bid meets the ask.

One-shot LLM eval cases by NAGI STUDIO - same prompt, different agents (model + harness), runnable artifacts side by side.

Magentic-Marketplace: Simulate Agentic Markets and See How They Evolve

A Collection of Competitive Text-Based Games for Language Model Evaluation and Reinforcement Learning

Your Company Bench: Long-horizon coherence benchmark in simulated time to test AI agent abilities to manage resources and maximize returns as a tech startup founder

Reproducible Language Agent Research

Magic: The Gathering harness for LLMs

Hypothetical Minds is an autonomous LLM-based agent for diverse multi-agent settings, integrating a Theory of Mind module Theory of Mind module that scaffolds the high-level planning process by generating, evaluating, and refining hypotheses about other agents’ strategies in natural language.