Here's your daily roundup of the most relevant AI and ML news for January 25, 2026. Today's digest includes 5 security-focused stories. Click through to read the full articles from our curated sources.
Security & Safety
1. Build Your Personal AI Assistant with Claude Code
Article URL: https://www.ronforbes.com/blog/build-your-personal-ai-assistant-with-claude-code Comments URL: https://news.ycombinator.com/item?id=46758081 Points: 1
Comments: 0
Source: Hacker News - ML Security | 2 hours ago
2. Show HN: MCP server that lets AI agents fetch real UntitledUI components
I built an MCP server that gives AI coding tools (Claude Code, Cursor) direct access to UntitledUI's component library.The problem: AI tools can generate functional UI, but it often lacks the polish of professionally designed systems. Instead of generating a modal from patterns, why not fetch the...
Source: Hacker News - ML Security | just now
3. Show HN: Sentinel – Zero-trust governance for AI Agents
Hi HN,I’m a software engineer and I’ve been building agentic workflows lately. Like many of you, I got concerned about giving LLMs "write access" to tools. Whether it's a payment API, a database deletion, or a simple email send, the risk of a hallucination causing a $5k mistake is real.I wanted a...
Source: Hacker News - ML Security | 2 hours ago
4. Show HN: Design constraints from Top Companies as AI agent skills
Article URL: https://github.com/ihlamury/design-skills Comments URL: https://news.ycombinator.com/item?id=46759654 Points: 1
Comments: 1
Source: Hacker News - ML Security | just now
5. How I Got a Job at DeepMind as a Research Engineer (Without a ML Degree)
Article URL: https://gordicaleksa.medium.com/how-i-got-a-job-at-deepmind-as-a-research-engineer-without-a-machine-learning-degree-1a45f2a781de Comments URL: https://news.ycombinator.com/item?id=46759619 Points: 1
Comments: 0
Source: Hacker News - ML Security | just now
Tech & Development
6. Hand-Crafting Domain-Specific Compression with an LLM
Article URL: https://engineering.nanit.com/hand-crafting-domain-specific-compression-with-an-llm-3c42f5c2b070 Comments URL: https://news.ycombinator.com/item?id=46758565 Points: 1
Comments: 0
Source: Hacker News - AI | 1 hours ago
7. Show HN: 500-cycle runtime test for long-horizon LLM coherence
We ran a 500-cycle benchmark to test long-horizon reasoning stability in large language models — not just output quality, but whether a model can maintain coherent identity and logic across hundreds of recursive reasoning steps.This is part of our SIGMA Runtime project — a cognitive control layer...
Source: Hacker News - AI | 2 hours ago
8. Quantum Machine Learning Is Emerging as a Practical Tool for Drug Discovery
Article URL: https://thequantuminsider.com/2026/01/21/quantum-machine-learning-is-emerging-as-a-practical-tool-for-drug-discovery/ Comments URL: https://news.ycombinator.com/item?id=46759496 Points: 1
Comments: 0
Source: Hacker News - AI | just now
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.
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