Building a Hybrid Rule-Based and Machine Learning Framework to Detect and Defend Against Jailbreak Prompts in LLM Systems

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…

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Internal WordPress Conflict Spills Out Into The Open

Internal WordPress Conflict Spills Out Into The Open

An internal dispute within the WordPress core contributor team spilled into the open, causing major confusion among people outside the organization. The friction began with a post from more than a week ago and culminated in a remarkable outburst, exposing latent tensions within the core contributor community. Mary Hubbard Announcement Triggers Conflict The incident seemingly…

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UNC1549 Hacks 34 Devices in 11 Telecom Firms via LinkedIn Job Lures and MINIBIKE Malware

UNC1549 Hacks 34 Devices in 11 Telecom Firms via LinkedIn Job Lures and MINIBIKE Malware

An Iran-nexus cyber espionage group known as UNC1549 has been attributed to a new campaign targeting European telecommunications companies, successfully infiltrating 34 devices across 11 organizations as part of a recruitment-themed activity on LinkedIn. Swiss cybersecurity company PRODAFT is tracking the cluster under the name Subtle Snail. It’s assessed to be affiliated with Iran’s Islamic…

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I’ve Tested More Than 50 Cases for the iPhone 17 Lineup. This Is the Ultimate Case Guide

I’ve Tested More Than 50 Cases for the iPhone 17 Lineup. This Is the Ultimate Case Guide

Other Screen Protectors I’ve Tested ESR Armorite Pro screen protector. Photograph: Julian Chokkattu ESR Armorite Screen Protector and Privacy Protector for $20: This pack is better value than Smartish’s screen protectors, because you get three tempered glass sheets instead of two. All the necessary equipment is here, from an application tool to wet wipes. While…

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