Universal Swarm Intelligence Engine
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Updated
Mar 28, 2026 - Python
Universal Swarm Intelligence Engine
Ripple(涟漪) 是一个基于 复杂自适应系统(Complex Adaptive System, CAS)理论 构建的 Agent-Native 通用人类社会行为预测引擎。 / Ripple is an Agent-Native universal human social behavior prediction engine built on Complex Adaptive System (CAS) theory.
A complete machine-learning system that predicts AI assistant user satisfaction using behavioral signals such as device, usage category, time features, session metrics, and model metadata. Includes full ML pipeline, SHAP explainability, evaluation suite, and an interactive Streamlit analytics dashboard.
A forecasting utility that helps developers generate and visualize predictions from historical data, ideal for analytics or planning workflows.
Prediction engine that can try and understand the employment pattern for a given employee and give some interesting insights
Hard hat detection using ML.NET and TensorFlow with ResNet V2 50 transfer learning. Trains in under 3 minutes with bottleneck caching.
Psychohistory Prediction Engine — 138-year cycle analysis, structural pressure scoring, and falsifiable predictions for 2026-2040
Universal Prediction Engine: SaaS metrics forecasting, anomaly detection, and intelligent alerting. Connect sources, normalize metrics, forecast, and alert.
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