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Research#llm📝 BlogAnalyzed: Dec 25, 2025 05:31

Security Analysis LLM Agent in Go (25): Towards Automating Severity Assessment

Published:Dec 24, 2025 21:31
1 min read
Zenn LLM

Analysis

This article concludes a 25-day advent calendar series on building a security analysis LLM agent using Go. It focuses on future plans rather than implementation, specifically addressing the automation of severity assessment for security alerts. The author outlines this as a crucial, yet unrealized, feature of the LLM agent developed throughout the series. The article serves as a roadmap for future development, expressing hope that the author or others will implement this functionality in the coming year. It's a forward-looking piece, highlighting the next steps in enhancing the agent's capabilities.
Reference

This is a concept that the author is about to work on, and it describes how to further advance the LLM agent implemented in this advent calendar.

Technology#Smart Home📰 NewsAnalyzed: Dec 24, 2025 15:17

AI's Smart Home Stumbles: A 2025 Reality Check

Published:Dec 23, 2025 13:30
1 min read
The Verge

Analysis

This article highlights a potential pitfall of over-relying on generative AI in smart home automation. While the promise of AI simplifying smart home management is appealing, the author's experience suggests that current implementations, like Alexa Plus, can be unreliable and frustrating. The article raises concerns about the maturity of AI technology for complex tasks and questions whether it can truly deliver on its promises in the near future. It serves as a cautionary tale about the gap between AI's potential and its current capabilities in real-world applications, particularly in scenarios requiring consistent and dependable performance.
Reference

"Ever since I upgraded to Alexa Plus, Amazon's generative-AI-powered voice assistant, it has failed to reliably run my coffee routine, coming up with a different excuse almost every time I ask."