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1. AgentDiscussion AgentDiscussion Public

   Web app with local functionality where multiple AI agents (personas) autonomously discuss specific topics.

   Python

2. FORGE FORGE Public

   Human-in-the-Loop Bayesian optimization system that learns from ordinal human feedback (A/B/C ranks) to propose optimal experiment conditions with minimal trials.

   Python

3. MNIST_EvolutionaryOptimization MNIST_EvolutionaryOptimization Public

   Evolving a CNN for MNIST digit classification using genetic algorithms — no backpropagation, just elite selection, layer crossover.

   Python

4. MPE_MultiAgent-RL MPE_MultiAgent-RL Public

   Benchmarking SAC, MAAC (Transformer critic), and GCN-MAAC on PettingZoo MPE — studying the performance vs. compute tradeoff of centralized critics across cooperative and adversarial tasks.

   Jupyter Notebook

5. Multiwalker_WorldModel Multiwalker_WorldModel Public

   World model (Dreamer/RSSM) vs. model-free PPO for cooperative multi-agent control on PettingZoo Multiwalker with shared policy

   Python

6. LatentPerception LatentPerception Public

   Sonification and visualization of latent space deviations in industrial RSSM models — reconstructing tacit knowledge of skilled workers through data-driven perceptual transduction.

   HTML