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+ ---
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+ license: apache-2.0
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+ tags:
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+ - computer-use
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+ - gui-grounding
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+ - reinforcement-learning
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+ - grpo
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+ - qwen
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+ - playwright
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+ - browser-agent
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+ pipeline_tag: text-generation
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+ ---
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+
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+ # JEV-Computer-Use: System-One Decision Agent for Computer & Browser Use
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+
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+ **JEV-Computer-Use** is a fast System-One decision model designed for high-speed Computer Use and Browser Navigation. Unlike traditional vision-language agents that output slow, verbose text reasoning before each mouse click, JEV uses a **single-readout candidate slot formulation**, outputting calibrated discrete action probabilities in a single forward pass.
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+
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+ ## 🚀 Key Features
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+ - **Ultra-fast Execution**: Single-token action readout ($A, B, C...$) enables sub-second decision latency.
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+ - **Online Interactive GRPO**: Built-in Group Relative Policy Optimization training with real headless Chromium (Playwright).
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+ - **VLM Verifier**: Automated semantic verification using Qwen Vision-Language judge.
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+ - **Calibrated Policy**: Trained with combined Cross-Entropy, Brier calibration loss, and analytical closed-form KL regularization.
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+
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+ ## 📦 Training & Inference Code
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+ The full training, data preprocessing, and Online GRPO environment code is available at:
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+ 👉 [https://github.com/pidsana42-lgtm/JEV-Computer-Use](https://github.com/pidsana42-lgtm/JEV-Computer-Use)
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+
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+ ## 🛠️ Usage Quickstart
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+
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+ ```bash
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+ git clone https://github.com/pidsana42-lgtm/JEV-Computer-Use.git
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+ cd JEV-Computer-Use
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+ ./start.sh
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+ ```