High-speed System 1 decision engine executing real-time reflex control in under 35 milliseconds.
Laya Model AI Pong Agent is a real-time AI game opponent powered by ConvAI Innovations' open-weight Laya decision model. Unlike traditional text-generating LLMs that take hundreds of milliseconds to stream words, Laya answers structured questions directly in a single 32.8 ms forward pass on commodity hardware.
| Step 1: State Input | Step 2: Laya Reflex Pass | Step 3: Paddle Action |
|---|---|---|
| 📍 Canvas coordinates & ball velocity | ⚡ 32.8ms direct choice evaluation |
🏓 Instant move execution (UP/DOWN) |
Install dependencies and start the real-time game server with copy-pastable commands:
pip install laya fastapi uvicorn requests jinja2
python main.pyOpen your browser to http://127.0.0.1:8000 to play against the AI agent.
Laya AI Pong Agent/
├── game.html # Standalone HTML5 Canvas frontend & telemetry UI
├── main.py # FastAPI backend server & Laya model interface
└── README.md # Project documentation & execution guide
- Core AI Engine:
laya(ModernBERT-large 421M backbone) - Backend Web Server: FastAPI + Uvicorn
- Frontend Visualizer: HTML5 Canvas (60 FPS rendering) + CSS3 Glassmorphic UI
| Metric | TypeSafe Jev (Proprietary) | Laya Model (This Agent) | Advantage |
|---|---|---|---|
| Single Move Latency | 236.0 ms | 32.8 ms | 7.8× Faster |
| Probability Calibration | 0.246 ECE | 0.081 ECE | 3× Better |
| Language Support | English Only | 100+ Languages | Global Coverage |
| API Cost | $0.042 / 1M Tokens | $0.00 (Self-Hosted) | 100% Free |
- ⚡ High-Speed Game Physics AI: Controlling NPCs and opponents requiring sub-50ms reaction times.
- 🛡️ Real-Time LLM Guardrails: Inspecting incoming user prompts for jailbreaks in under 35 milliseconds.
- 📬 Automated Ticket Triage: Categorizing customer support issues instantly into correct engineering queues.
- ** Phishing Email Detection:** Classifying suspicious email headers and body copy with honest probabilities.
- 🔍 RAG Passage Filtering: Evaluating document chunk relevance in a single forward pass before generating answers.
- 🎮 Multi-Agent Doubles Pong: 2 v 2 player matches powered by distinct Laya sub-routines.
- 🚀 GPU Batched Processing: Running 50 simultaneous game sessions on a single graphics card.
- 📈 Dynamic Difficulty Scaling: Adjusting confidence temperature to scale paddle speed dynamically.
- 🧠 On-Policy Fine-Tuning Notebook: Fine-tuning custom decision models directly on recorded gameplay.
- 🌐 Multilingual Voice Commands: Controlling paddles with voice inputs across 100+ supported languages.
Laya AI Laya 0.4B System 1 AI Non-Autoregressive Model TypeSafe Jev Alternative 32ms Latency RLCD Reinforcement Learning FastAPI Pong AI Calibrated Decision Engine Open Source AI Apache 2.0