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Microsoft's Mico is a new animated assistant for Copilot inspired by Clippy that reacts to user speech with expressive animations and emotions. Currently available only in the US, it features memory for user details and a Learn Live tutoring mode with a virtual whiteboard. It represents an effort to give Copilot a more human-like personality. Mico even has a Clippy-style Easter egg animation.
Design systems provide the structured foundation essential for maintaining consistency at scale, especially as AI tools accelerate workflows and require codified context to produce accurate, on-brand results. Organizations like Spotify, eBay, and Pinterest demonstrate how comprehensive documentation, cross-platform coherence, and measurable adoption metrics transform design systems from reference guides into drivers of efficiency and quality. From their origins in print media style guides to today's digital implementations, design systems bridge design and development while becoming increasingly critical as AI democratizes product creation.
Over-explaining is like over-seasoning food—adding so much detail that the main point gets buried. Many people do this out of fear of being misunderstood, wanting to prove their effort, or confusing completeness with clarity, but it only leads to confusion and lost attention. The key is to focus on one clear message, tailor it to the audience, and cut everything that doesn't serve that goal, because concise, intentional communication is what truly connects and persuades.
Humans make sense of the world through stories that shape identity, purpose, and connection. Great brands like Apple and Nike succeed by aligning their narratives with human emotions and aspirations, enabling transformation rather than just selling. True narrative design favors context, empathy, and meaning over pure logic, focusing on values like truth and belonging. As AI increasingly shapes our choices, authentic, human-centered storytelling will be essential to preserve meaning and resist manipulation.
Semantic is an art search engine that uses modern language models to help users find existing artwork through imaginative queries rather than generating new images.
Easily mock up any product image, freely design for POD needs, and download high-resolution images.
Poor client-designer communication in design projects leads to costly rework, wasted resources, delayed timelines, and compromised quality due to misaligned expectations and vague feedback. The disconnect stems from designers focusing on visuals and user flows while clients prioritize business goals, compounded by unclear briefs, scattered feedback channels, poor planning, and the absence of version control. Solutions include structured discovery processes with clear documentation, consolidated feedback platforms with version control, regular check-ins, and visual communication tools that help both parties speak the same language from project start to finish.
Capturing user intent through contextual prompts and predictive suggestions helps AI tools overcome the blank-screen problem that causes users to hesitate and abandon tasks. Effective AI interfaces use patterns like search chips, file upload suggestions, and content presets to guide users toward their goals without overwhelming them. By anticipating what users want to accomplish rather than just reacting to their literal inputs, AI transforms from a passive tool into an active assistant that balances helpful guidance with user autonomy.
A new Design Business Association report shows that 23% of UK design firms are struggling or cutting costs, marking the lowest confidence since the pandemic due to rising expenses, reduced client budgets, and AI's impact on design value. However, overseas income is up to 36.5%—an 80% rise over the past decade—while the London pricing premium is shrinking as remote work evens the playing field. The report also highlights growth in regional agencies and a rising need for green design skills.
The new Metroid Prime 1-3 Visual Retrospective art book features 210 pages of concept art along with revealing commentary from series producer Kensuke Tanabe on Nintendo and Retro Studios' collaboration.
Ireland has made its basic income scheme for artists permanent, paying 2,000 creators €325 weekly (roughly $1,600/£1,200 monthly) and expanding it to 4,000 participants after an independent evaluation showed positive results.
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A critical security bug found in this dev's Next.js application was caused by a seemingly perfect one-line equality check. Due to Next.js's server function implementation, the synchronous function was unexpectedly converted to an asynchronous function returning a Promise. In JavaScript, a Promise evaluates to true in an `if` statement, effectively bypassing the security check and granting access to everyone.
Using fetch() over the newly available JSON module imports in browsers is preferred as it has better error handling with response.status and the ability to access source text even when JSON parsing fails. The main concern with imported modules is that they are cached for the page's lifetime, creating memory leaks when importing dynamic data like search results, while fetch() allows garbage collection of unused data.
This team used AI agents to write code, resulting in a 10x increase in coding throughput. This agentic coding requires a shift in traditional software development practices, especially in testing, deployment, and team coordination, to avoid increased bugs and bottlenecks. AI agents can also be used to reduce the costs of implementing testing approaches and improving the infrastructure needed to sustain high velocity.
An increase in requests for technical cofounders suggests a gap in what AI can currently accomplish. While AI is great at coding specific, isolated tasks, it struggles with the complexities of building and maintaining production-ready software. Software engineering is different from mere coding, as it involves integration, expansion, and long-term maintainability, which AI currently doesn't have.
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GPUI Component is a Rust library that offers a set of over 60 cross-platform UI components for building desktop applications with a modern design inspired by macOS, Windows, and shadcn/ui. It provides features like customizable themes, flexible layouts, high-performance virtualized lists and tables, a code editor with syntax highlighting and LSP support, and native Markdown and HTML rendering.
JSON Query is a small, flexible language for querying JSON data that allows filtering, sorting, and picking properties.
The Expo MCP Server connects AI coding agents to your Expo projects so they can access docs, automate workflows, and verify your app visually. It integrates with tools like Claude Code, Cursor, and VS Code, teaching them about the Expo SDK and enabling interaction with mobile simulators and React Native DevTools. Some local capabilities include taking screenshots, opening DevTools, and automation features like tapping views and finding elements.
A survey found that image generation has stronger personal adoption, with Google's Gemini leading in image model adoption and Veo leading in video. Organizations are seeing fast ROI, with 65% reporting returns within 12 months, and are making changes to their processes and budgets to integrate media generation models. Quality is the top factor for model selection, but cost is important for video generation APIs.
According to leaked documents, Amazon plans to replace 600,000 US workers with robots by 2033 to automate 75% of their operations, potentially saving 30 cents per item by 2027. Amazon considered using different terminology to downplay potential job losses and improve its public image. Amazon disputes the documents, stating that they don't reflect the company's overall hiring strategy.
Anthropic is offering a beta research preview of Claude for Excel, a tool that understands complex workbooks to provide explanations and update assumptions while preserving formulas.
Easy RISC-V is an interactive tutorial introducing RISC-V assembly programming that covers instruction syntax, computational instructions, jumps and branches, memory access, functions, privilege levels, exception handling, and a bare-bones operating system.
Avoid scheduling cron jobs at 2:00 or 3:00 am, especially on Sundays, to prevent issues caused by daylight saving time changes, or better yet, use the UTC timezone.
Structuring code with a "functional core, imperative shell" pattern separates pure business logic from side effects (like database calls and email sending) to improve testability, maintainability, and adaptability.
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Pentest-Tools researchers developed a working exploit for CVE-2025-54236 "SessionReaper," an unauthenticated vulnerability in Magento 2's ServiceInputProcessor that allows customer account takeover through session manipulation. The exploit leverages a Magento\Customer\Model\Session\Proxy object's setCustomerId function to inject arbitrary customer IDs into PHP sessions, enabling attackers to impersonate any customer by crafting malicious session cookies. Organizations should patch immediately and monitor for unauthorized attempts to manipulate sessions targeting Magento installations.
A security researcher reported an unencrypted and non-password-protected database containing PII of over 7,000 applicants to the research firm Safety Detectives. The data includes names, phone numbers, email addresses, and security clearance status or level. 469 records listed individuals with “top secret” federal security clearance, which could expose those individuals to phishing risks.
QNAP issued a warning to customers to patch a critical ASP.NET Core vulnerability that affects the company's NetBak PC Agent software for backing up data to a QNAP NAS (Network Attached Storage). This vulnerability could allow an authenticated attacker to gain unauthorized access to sensitive data, modify server files, or perform a denial-of-service on the device. QNAP recommends that users either reinstall the NetBak PC Agent or manually update the ASP.NET Core install on their PCs.
This deep dive explains the Linux boot sequence from CPU reset through various modes, including firmware handoffs, bootloader operations, kernel decompression, and memory setup with paging. It covers mode transitions, interrupt handling, GDT and IDT configuration, and kASLR, which randomizes kernel memory locations to prevent exploits. kASLR enhances security by randomizing kernel addresses, but can be disabled with nokaslr for debugging.
CryptoChameleon cybercriminal group targets LastPass users with phishing emails claiming "Legacy Request Opened (URGENT IF YOU ARE NOT DECEASED)" that trick victims into entering master passwords on fake sites by exploiting legacy access scenarios when family members request deceased users' accounts. The campaign uses domain spoofing, fabricated support case details, and phone calls to direct victims to attacker-controlled URLs designed to harvest credentials for cryptocurrency theft. Organizations should implement phishing-resistant MFA for password managers, educate employees about this specific "Legacy Request" subject line, and establish policies requiring additional authentication factors beyond master passwords for account access.
AI-powered coding, often called "vibecoding," claims to enable fast and seemingly secure development of features like two-factor authentication (2FA). However, this method often only creates the illusion of security, missing essential protections such as rate limiting and strong account lockout mechanisms. Attackers can easily bypass superficial safeguards, especially if limits depend on factors like IP addresses. Large language models (LLMs) tend to generate code that appears convincing, but without clear guidance, critical security measures are frequently overlooked or implemented incorrectly.
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PDF Object Hash is a method for identifying similarities between PDFs based on their structure rather than content, akin to imphash or ja3 hashes. It involves extracting object types and hashing them to cluster similar documents and detect overlaps. Recent updates to the parsing scripts improve accuracy, especially for irregular or corrupted PDFs.
SpiderFoot is an open source intelligence (OSINT) automation tool. It integrates with just about every data source available and utilises a range of methods for data analysis, making that data easy to navigate.
Irregular builds AI security labs to test the cybersecurity of advanced models like ChatGPT and Claude. It develops tools, testing methods, and scoring frameworks, collaborating with top AI companies to ensure the secure and responsible deployment of AI.
Kaspersky uncovered Operation ForumTroll, a sophisticated espionage campaign using personalized phishing emails that exploit CVE-2025-2783, a Chrome sandbox escape vulnerability affecting Windows Inter-Process Communication (IPC) pseudo handles. The operation deployed "Dante" spyware by Memento Labs, targeting Russian entities through zero-day exploits and evasion techniques such as WebGPU validation and COM hijacking. Security teams should monitor for Base64 folders in %LocalAppData%, enhance email filtering for personalized phishing, and update Chrome to version 134.0.6998.177/178 or later to mitigate the sandbox vulnerability.
A comprehensive student database from Ravin Academy, a US Treasury-designated MOIS front organization used to recruit cyber operatives, has been leaked just days before its annual Tech Olympics event in Tehran. The exposed records contain complete personal information of trainees enrolled in what appears to be legitimate cybersecurity education, but serves as a talent pipeline for Iranian state-sponsored cyber operations against foreign governments and domestic dissidents. Organizations should monitor for individuals with Ravin Academy connections and note that the operational security failure demonstrates vulnerabilities in Iranian intelligence recruitment infrastructure.
LinkedIn will soon collect public profile data from users in the EU, UK, Canada, Switzerland, the EEA, and Hong Kong to train AI models and share it with Microsoft affiliates for ad targeting. Users in these regions have until October 27 to opt out, or their details—including posts and activity—will be included, except for private messages.
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Microsoft issued urgent out-of-band patches to fully address CVE-2025-59287, a critical vulnerability in WSUS that allows remote code execution with SYSTEM privileges, following active exploitation after the release of a proof-of-concept and the initial patch on October 14 proved inadequate.
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A collection of settings for Microsoft Intune for securing tenants, devices, and data.
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