Here's your daily roundup of the most relevant AI and ML news for December 31, 2025. Today's digest includes 5 security-focused stories. Click through to read the full articles from our curated sources.
Security & Safety
1. How to Integrate AI into Modern SOC Workflows
Artificial intelligence (AI) is making its way into security operations quickly, but many practitioners are still struggling to turn early experimentation into consistent operational value. This is because SOCs are adopting AI without an intentional approach to operational integration. Some teams...
Source: The Hacker News (Security) | 20 hours ago
2. Observations on safety friction and misclassification in conversational AI
I’m not an OpenAI employee or researcher. I’m a long-term user who spent months interacting with multiple LLM versions.This post is an attempt to translate internal behavioral changes — often described by users as “coldness” — into structural and design-level explanations.Key observations:1. Safe...
Source: Hacker News - ML Security | 1 hours ago
3. Conduit (Rust Matrix Server) v0.10.11 another critical vulnerability
Article URL: https://conduit.rs/changelog/#v0-10-11-2025-12-30 Comments URL: https://news.ycombinator.com/item?id=46441753 Points: 2
Comments: 0
Source: Hacker News - ML Security | just now
4. Microsoft's Nadella overhauls leadership as he plots AI strategy beyond OpenAI
Article URL: https://www.ft.com/content/255dbecc-5c57-4928-824f-b3f2d764f635 Comments URL: https://news.ycombinator.com/item?id=46441688 Points: 3
Comments: 1
Source: Hacker News - ML Security | just now
5. Build Your Own ML Framework
Article URL: https://mlsysbook.ai/tinytorch/intro.html Comments URL: https://news.ycombinator.com/item?id=46441382 Points: 2
Comments: 0
Source: Hacker News - ML Security | 1 hours ago
Tech & Development
6. Show HN: Perfetto2LLM - A tool to pass system traces to an LLM
I work with perfetto traces for ML/GPU optimization a lot. Copy pasting trace info to LLM is not easy. As usually the traces are gzip compressed, have very large file sizes. Also there is no way to select a certain section and sending it to LLM easily (can maybe write a query to do this but not e...
Source: Hacker News - AI | just now
7. Updated LLM Benchmark (Gemini 3 Flash)
Article URL: https://entropicthoughts.com/updated-llm-benchmark Comments URL: https://news.ycombinator.com/item?id=46439325 Points: 2
Comments: 0
Source: Hacker News - AI | 6 hours ago
8. Show HN: LLMRouter – first LLM routing library with 300 stars in 24h
Article URL: https://github.com/ulab-uiuc/LLMRouter Comments URL: https://news.ycombinator.com/item?id=46441258 Points: 3
Comments: 1
Source: Hacker News - AI | 1 hours ago
About This Digest
This digest is automatically curated from leading AI and tech news sources, filtered for relevance to AI security and the ML ecosystem. Stories are scored and ranked based on their relevance to model security, supply chain safety, and the broader AI landscape.
Want to see how your favorite models score on security? Check our model dashboard for trust scores on the top 500 HuggingFace models.