agent-based-systems

ECS World Model Architecture: Real-Time Data AI Framework 2026

The WYRD Protocol Architecture. The goal is to move the "World Model" out of the LLM's fleeting memory and into a structured Entity-Component-System (ECS). World-class foundation for deterministic AI world-modeling. Light-weight agnostic world-modeling system designed for the next generation of AGI, AI gaming, AI RPGs, and AI charactor systems.

🤖 Transform education with EduAgent, an AI-powered platform for intelligent homework grading, knowledge graph building, and smart Q&A services.

🧠 Orchestrate complex software projects with Claude Code's specialized agents for streamlined management and mandatory human oversight.

A Java multi-agent shopping system built with JADE, demonstrating agent communication and ACL messaging.

Real-time autonomous trading engine using Kafka streaming, technical indicators, Random Forest decision agent, and SHAP-based explainability for transparent BUY/SELL predictions.

This repository is used as a personal QA practice project to analyze an existing codebase, identify defects, and improve reliability through testing and structured documentation.

Exploring computational modeling and simulation by turning real-world systems into simplified computer models.

An autonomous Intelligent Agent that predicts sleep disorder risk end to end: it cleans the data, encodes features, selects the most informative ones with mutual information, rebalances classes with SMOTE, then benchmarks Random Forest against KNN over 10 repeated splits and automatically picks the best model.

An agent-based urban intelligence platform for Berlin that integrates real-world mobility, energy, environmental, climate, infrastructure, and resilience data into a unified digital twin for cross-domain analysis and scenario assessment.

🧠 Enhance AI agents with HMLR's structured memory system for accurate reasoning and conflict resolution across multiple topics and timeframes.