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Roses are red, violets are blue, if you phrase it as poem, any jailbreak will do

A new study just broke the safety game wide open: rhymed prompts slipped past filters in25 major LLMs, including Gemini 2.5 Pro and Deepseek - withup to 100% success. No clever chaining, no jailbreak soup. Just single-shot rhyme. Turns out, poetic language isn’t just for bard-core Twitter. When it c.. read more  

Roses are red, violets are blue, if you phrase it as poem, any jailbreak will do
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A trillion dollars is a terrible thing to waste

OpenAI co-founder Ilya Sutskever just said the quiet part out loud: scaling laws are breaking down. Bigger models aren’t getting better at thinking, they’re getting worse at generalizing and reasoning. Now he’s eyeingneurosymbolic AIandinnate inductive constraints. Yep, the “just make it huge” era m.. read more  

A trillion dollars is a terrible thing to waste
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Practical LLM Security Advice from the NVIDIA AI Red Team

NVIDIA’s AI Red Team nailed three security sinkholes in LLMs:reckless use ofexec/eval,RAG pipelines that grab too much data, andmarkdown that doesn't get cleaned. These cracks open doors to remote code execution, sneaky prompt injection, and link-based data leaks. The fix-it trend:App security’s lea.. read more  

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Prompts for Open Problems

The author, Ben Recht, proposes five research directions inspired by his graduate machine learning class, arguing for different research rather than just more. These prompts include adopting a design-based view for decision theory, explaining the robust scaling trends in competitive testing, and mov.. read more  

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@devopslinks shared a link, 3 months, 1 week ago
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Advancing Our Chef Infrastructure: Safety Without Disruption

Slack pulled back the curtain onSlack AI, its LLM-powered assistant built with a fortress mindset. Every customer gets their ownisolated environment. Any data passed tovendor LLMs? It'sephemeral. Gone before it can stick. No fine-tuning. No exporting data outside Slack. And there’s a wholemiddle-lay.. read more  

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Why we're leaving serverless

Every millisecond matters in the critical path of API authentication. After two years of battling serverless limitations, the entire API stack was rebuilt to reduce end-to-end latency. The move from Cloudflare Workers to stateful Go servers resulted in a 6x performance improvement and simplified arc.. read more  

Why we're leaving serverless
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You’ll never see attrition referenced in an RCA

Lorin Hochstein argues that while high-profile engineer attrition is often speculated to contribute to major outages, it is universally absent from public Root Cause Analyses (RCAs). This exclusion occurs because public RCAs aim to reassure customers by focusing on technical fixes, whereas attrition.. read more  

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Failure is inevitable: Learning from a large outage, and building for reliability in depth at

Datadog ditched its “never fail” mindset after a March 2023 meltdown knocked out half its Kubernetes nodes and took major user features down with them. The fix? A full-stack rethink built aroundgraceful degradation. The team addeddisk-based persistence at intake,live-data prioritization,QoS-aware re.. read more  

Failure is inevitable: Learning from a large outage, and building for reliability in depth at
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The story of how we almost got hacked

Team Invictus caught a BEC attempt using WeTransfer to slip in a fake Microsoft 365 login page powered byEvilProxy. Classic Adversary-in-the-Middle move, but dressed up with a slick delivery package. Digging deeper, the team mapped the attacker’s setup and found something bigger: a credential grab c.. read more  

The story of how we almost got hacked
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Declarative Action Architecture

The Declarative Action Architecture (DAA) is a scalable E2E testing pattern that separates concerns across three distinct layers. TheTest Layeris 100% declarative, statingwhatis being tested without any procedural logic, making tests read like documentation. The coreAction Layerimplements the execut.. read more  

Declarative Action Architecture
The Magento 2 Notification Bar Extension by Magecomp is a valuable tool for e-commerce store owners seeking to enhance their customer engagement and promote important information, deals, or announcements effectively. This extension is designed to provide an easily customizable notification bar that can be displayed at the top or bottom of your Magento 2 store, catching the attention of your website visitors without being intrusive.

Key Features:

Highly Customizable: The Notification Bar Extension offers a wide range of customization options, allowing you to tailor the notification bar to match your store's design and branding. You can adjust the bar's color, font, size, and position to ensure it seamlessly integrates into your website's aesthetics.

Multiple Notification Types: You can use this extension for various purposes, including promoting discounts, announcing new product arrivals, displaying important messages, or capturing leads. It supports multiple notification types, such as text messages, countdown timers, and email subscription forms.

Responsive Design: In the era of mobile shopping, it's crucial that your notifications look great on all devices. Magecomp's extension is responsive, ensuring that your notifications are displayed correctly on desktops, tablets, and smartphones.

Scheduling: You can set up notifications to appear and disappear at specific times or on specific dates. This feature is particularly useful for running limited-time promotions or informing customers about upcoming sales events.

Geo-Targeting: Targeting specific regions or countries is made easy with the Geo-Targeting feature. You can show different notifications to customers from different locations, ensuring that your messages are relevant to your audience.

Animation Effects: Make your notifications more eye-catching with various animation effects. You can choose from options like slide, fade, or bounce to draw attention to your messages.

Call to Action Buttons: Encourage customer interaction by adding call-to-action buttons within your notifications. These buttons can link to specific product pages, landing pages, or contact forms.

Performance Optimization: The extension is designed to have minimal impact on your store's performance, ensuring that your website remains fast and responsive even with notifications enabled.

Analytics and Reporting: Gain insights into the effectiveness of your notifications with built-in analytics. You can track click-through rates, conversion rates, and other key metrics to refine your notification strategies.

Easy Installation and Configuration: Magecomp provides clear documentation and support to help you install and configure the extension without any technical hassles.

In conclusion, the Magento 2 Notification Bar Extension by Magecomp is a powerful tool for improving user engagement and increasing sales on your Magento 2 e-commerce store. With its robust customization options, responsive design, and a variety of features, it enables you to deliver targeted and visually appealing notifications to your customers, ultimately enhancing their shopping experience and helping you achieve your business goals.