# **An Alternative Path to Continual Learning: Frequency-Threshold-Triggered Local Weight Writing on FFN Layers During Inference**
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> **【About the Priority and Positioning of This Work】**
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> The author is an independent inventor from China with limited English proficiency. The English version of this article was translated collaboratively by the author and AI. If there are any inaccuracies in expression or technical precision, please refer to the original text in the Chinese community at https://zhuanlan.zhihu.com/p/2065469636003487748 or https://segmentfault.com/a/1190000048094414
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> This technical solution has been filed as a Chinese invention patent application (Application No.: <u>2026111114738</u>), with the aim of establishing the creator's priority of conception, and is not intended as a malicious patent hoarding that impedes technological progress. The author commits that, during the valid term of the patent, automatic free licensing and fee waiver will be granted for no…
