| ---
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| title: K1RL Quasar — Volatility 50 (1s)
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| emoji: 💚
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| colorFrom: green
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| colorTo: gray
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| sdk: docker
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| pinned: false
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| ---
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| # K1RL QUASAR — Quantitative Intelligence Observatory
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| > **HuggingFace Spaces Deployment** | 12GB RAM | Production-Ready AI Training Platform
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| ## 🌌 Overview
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| K1RL QUASAR is a comprehensive AI training monitoring platform featuring:
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| - **Real-time Training Metrics** — Actor/Critic loss, AVN accuracy, buffer size
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| - **Advanced Health Monitoring** — RAM/disk management with auto-cleanup
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| - **HuggingFace Hub Integration** — Automatic checkpoint management
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| - **Sleep Prevention** — Keeps HF Spaces active 24/7
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| - **Multi-Service Architecture** — Redis, Flask, Supervisor orchestration
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| ## 🚀 Services
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| - **Dashboard** → Port 7860 (HF Spaces standard)
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| - **Quasar Engine** → Main training loop
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| - **Health Monitor** → Resource management
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| - **Redis Server** → Real-time metrics
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| - **Sleep Prevention** → 24/7 uptime
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| ## 📊 Dashboard Access
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| - **Main Interface**: `https://KarlQuant-k1rl-quasar-volatility-50-1s.hf.space/`
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| - **Health Check**: `https://KarlQuant-k1rl-quasar-volatility-50-1s.hf.space/health`
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| - **Metrics API**: `https://KarlQuant-k1rl-quasar-volatility-50-1s.hf.space/api/metrics`
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| ## ⚙️ Required Secrets
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| Configure these in Space Settings → Secrets:
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| ```
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| HF_TOKEN=your_token_here
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| HF_USERNAME=KarlQuant
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| REDIS_PASSWORD=k1rl_v501s_9d2f4a7c1e8b3065
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| ```
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| ## 🏗️ Architecture
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| Built with Docker + Supervisor managing multiple services:
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| - Flask dashboard on port 7860
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| - Redis for real-time metrics
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| - Automatic checkpoint backup to HF Hub
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| - 4-tier RAM monitoring (70% → 78% → 85% → 90%)
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| ---
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| *K1RL QUASAR — Volatility 50 Index (1s) | Deriv | 8 Quantum AI Agents* |
