Machine
Building a Hybrid Rule-Based and Machine Learning Framework to Detect and Defend Against Jailbreak Prompts in LLM Systems
In this tutorial, we introduce a Jailbreak Defense that we built step-by-step to detect and safely handle policy-evasion prompts. We generate realistic attack and benign examples, craft rule-based signals, and combine those with TF-IDF features into a compact, interpretable classifier so we can catch evasive prompts without blocking legitimate requests. We demonstrate evaluation metrics, explain…
CSS Elevator: A Pure CSS State Machine With Floor Navigation | CSS-Tricks
As a developer with a passion for state machines, I’ve often found myself inspired by articles like “A Complete State Machine Made with HTML Checkboxes and CSS.” The power of pure CSS-driven state machines intrigued me, and I began to wonder: could I create something simpler, more interactive, and without the use of macros? This…
How to Use the SHAP-IQ Package to Uncover and Visualize Feature Interactions in Machine Learning Models Using Shapley Interaction Indices (SII)
In this tutorial, we explore how to use the SHAP-IQ package to uncover and visualize feature interactions in machine learning models using Shapley Interaction Indices (SII), building on the foundation of traditional Shapley values. Shapley values are great for explaining individual feature contributions in AI models but fail to capture feature interactions. Shapley interactions go…
xTool M1 Ultra Review: Four in One Crafting Machine
Why you can trust Tom’s Hardware Our expert reviewers spend hours testing and comparing products and services so you can choose the best for you. Find out more about how we test. If you’re looking for an all-in-one “craft studio in a box” that can laser, blade cut, draw, emboss, and do a little color…
Alibaba Qwen Introduces Qwen3-MT: Next-Gen Multilingual Machine Translation Powered by Reinforcement Learning
Alibaba has introduced Qwen3-MT (qwen-mt-turbo) via Qwen API, its latest and most advanced machine translation model, designed to break language barriers with unprecedented accuracy, speed, and flexibility. Trained on trillions of multilingual tokens, Qwen3-MT supports over 92 languages—covering more than 95% of the global population. Leveraging cutting-edge architecture, reinforcement learning, and rich customization options, it delivers…
Thought Anchors: A Machine Learning Framework for Identifying and Measuring Key Reasoning Steps in Large Language Models with Precision
Understanding the Limits of Current Interpretability Tools in LLMs AI models, such as DeepSeek and GPT variants, rely on billions of parameters working together to handle complex reasoning tasks. Despite their capabilities, one major challenge is understanding which parts of their reasoning have the greatest influence on the final output. This is especially crucial for…
“The Goal Was That People Should Not Be Able To Tell If The Food Was Made By A Machine Or By Hand”- Yatin Varachhia, NOSH
– Advertisement – What if one got tired of cooking or bland takeout? A cooking robot came to the rescue, which even had to pass the ‘Mom’ test. Yatin Varachhia from NOSH tells EFY’s Nidhi Agarwal how this Bengaluru startup is redefining home-style meals with smart automation. Yatin Varachhia, Co-Founder and Head of Product, NOSH…
A familiar playbook with a twist: 3AM ransomware actors dropped virtual machine with vishing and Quick Assist
Ransomware is usually a crime of opportunity. Attackers typically strike through an easily-discovered vulnerability or security weakness— unpatched Internet-facing software, vulnerable network edge devices or exposed inbound virtual private network ports lacking multifactor authentication are among the most common points of initial compromise. However, some attacks appear much more targeted and include significant pre-attack reconnaissance…
What’s The Latest In Machine Vision?
Machine vision is critical for automation and Artificial Intelligence (AI). But how are new components and modules making development of Machine Vision systems faster, better and more intelligent? Let’s find out… When machine vision first emerged, it seemed like science fiction had come to life. The idea of machines being able to “see” and interpret…
The urgent reality of machine identity security in 2025
The importance of machine identity security has reached a critical juncture in 2025. With machine identities now far outnumbering human ones, securing these digital credentials has become a top cybersecurity priority for enterprises. However, as the CyberArk 2025 State of Machine Identity Security Report shows, many of the 1,200 security leaders in organizations we surveyed—across the U.S., U.K., Australia,…
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