# OOPPG — Reinforcement Learning Resource Optimization Scheduler

> Adaptive computational resource optimization and multi-agent task scheduling powered by reinforcement learning (LinUCB / PPO). Part of the AIRBQ intelligent infrastructure ecosystem.

## What This Site Covers

OOPPG.com presents a reinforcement learning-based scheduler that optimizes computational resource allocation across devices using contextual bandits (LinUCB) and dynamic cost functions. The site includes an interactive simulator demonstrating RL algorithm convergence.

## Core Technology

- **LinUCB (Contextual Bandits)**: Real-time device state and network latency feature learning for optimal device allocation
- **Dynamic Cost Function**: Multi-dimensional reward model combining computation latency, energy consumption, queue backlog, and safety boundaries
- **UDS Unified Broker**: Unix Domain Socket async non-blocking broker for sub-second communication with SONUV gateway and AIRBQ transaction manager

## Interactive Simulator

The site features an RL algorithm convergence dashboard where users can:
- Adjust task load density (10-200 tasks/sec)
- Tune exploration guidance factor (alpha 0.01-1.0)
- Set device count (2-16 devices)
- Observe real-time training reward convergence curves

## Pages

- [Home (Chinese)](https://ooppg.com/) — Main page with simulator
- [Home (English)](https://ooppg.com/en/) — English version
- [World Cup Oracle](https://ooppg.com/worldcup/) — AI-powered World Cup predictions using OOPPG engine

## World Cup Oracle

The World Cup Oracle applies the OOPPG reinforcement learning engine to football match predictions:
- Fetches real-time match data from ESPN
- Uses LinUCB for team strength estimation
- Provides daily predictions with confidence scores
- Tracks prediction accuracy over time

## Ecosystem

OOPPG is part of the AIRBQ intelligent infrastructure ecosystem:
- [AIRBQ](https://airbq.com) — Core platform
- [SONUV](https://sonuv.com) — Gateway and memory system
- [9Bests](https://9bests.com) — AI tool reviews
- [IPIPQ](https://ipipq.com) — IP intelligence
- [AIUCE](https://aiuce.com) — AI utilities
- [Onnok](https://onnok.com) — Development tools

## About

- [GitHub](https://github.com/billgaohub/ooppg-site) — Source code