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+ ---
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+ title: ContinuumAgent
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+ emoji: 🔄
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+ colorFrom: blue
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+ colorTo: green
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+ sdk: gradio
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+ sdk_version: 4.0.0
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+ app_file: app.py
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+ pinned: false
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+ ---
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+
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+ # 🔄 ContinuumAgent
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+
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+ A system for continuous factual updates to language models without requiring massive computational resources.
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+
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+ ## Overview
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+ This demo shows how to continuously update language models with factual knowledge without requiring massive computational resources.
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+
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+ ### Key Features
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+ - Daily Wikipedia-level knowledge refresh on commodity hardware
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+ - O(1) reasoning latency on a single T4/A10 GPU or CPU-only
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+ - FactPatch approach with low-rank LoRA updates