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