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GitHub's tree view improves accessibility by adopting Windows File Explorer's navigation model using semantic HTML, ARIA roles, and roving tabindex. It supports keyboard shortcuts, screen readers, and Forced Color Mode while ensuring interoperability. Error handling, live region announcements, and typeahead selection enhance usability, providing a seamless, inclusive developer experience.
Emotion recognition AI, which analyzes facial expressions and vocal tones to infer emotions, has faced criticism for bias, privacy risks, and ethical concerns. The EU's AI Act bans most uses of this technology, questioning its reliability and impact on human rights.
Haptikos has unveiled a hand exoskeleton for XR applications that offers precise touch sensations.
Ikea has reintroduced classic designs with new colors and materials in its final Nytillverkad drop.
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Tired of feeling overwhelmed by the complexities of securing your EKS environment?
Abnormal Security has detected a new phishing campaign targeting education, healthcare, and government organizations' ADFS. The attackers send emails to targets, impersonating their company's IT team, with a request that they sign in to accept new policies or other routine changes, steal the login credentials and MFA, and then redirect the victims to the login page.
A vulnerability was discovered in Cisco's Webex Chat that allowed unauthorized access to the chat histories of many organizations, including internal and customer-facing help desks. The flaw was related to the use of the clientKey as a secretKey in API calls, which allowed attackers to read chat histories by exploiting specific parameters. The issue was reported to Cisco in July 2024 and patches were released to address the security vulnerability.
Netgear has identified critical flaws in multiple WiFi router models (XR1000, XR1000v2, and XR500) and is urging users to update their firmware as soon as possible. The vulnerabilities include a remote code execution issue and an authentication bypass vulnerability that can be exploited by attackers without user interaction. This post includes the firmware versions to download the patches as well as instructions on how to upgrade.
Semgrep built Semgrep Assistant's auto triage function to automatically classify a finding as a true or false positive by sending a minimal amount of code to an LLM. To benchmark the model, Semgrep's research team labeled 2,000 findings and then the system was evaluated against it. The original Assistant system was able to score a 90% success rate, but through optimizations around models, prompting, and context the team managed to increase the true positive rate to 96%.
Apple uses a proprietary and undocumented serialization format for serializing iMessage data. This researcher breaks down the process of reverse engineering the binary format, noting the patterns found, and shows how those assumptions are translated into the imessage-exporter tool.
This blog post is part of a three part series from Elastic Security that covers various persistence mechanisms and utilizes PANIX, a custom-built Linux persistence tool. It goes in-depth on various techniques like Dynamic Linker Hijacking that exploit LD_PRELOAD and LD_LIBRARY_PATH to inject malicious libraries, Kernel Module Persistence, Web Shell persistence, and system account SSH backdoors. The post also provides key detection and mitigation strategies file, configuration monitoring, as well as examples of utilizing ElasticSearch and OSquery for hunting.
StokeKeeper is an experimental EDR evasion framework for research purposes.
DryRun Security has introduced Natural Language Code Policies (NLCP) to help AppSec teams identify critical code changes without drowning in alerts. NLCP uses plain language to create policy checks, making it easier to spot high-impact vulnerabilities.
Vminer is a tool that aims to simplify the retrieval of data from virtual machines without utilizing guest tools or working with memory dumps. It supports multiple guest OS and architectures and offers features like getting process information and backtraces. To use it, you attach it to the VM process. Required PDBs are automatically downloaded for Windows guests.
The Australian Broadcasting Company (ABC) analyzed a corpus of 29 million four digit pins from Have I Been Pwned? Some of the most popular pins are expected keyscans, 1234, and number repetitions (1111, etc). Some other more interesting trends are highlighted such as 0229 and 2902 being less popular than other surrounding pins as they represent leap days.
The curl team abandoned the CVSS system in favor of four security levels ranging from critical to low for use in their bug bounty system. They cited evidence from previous incidents, where CVSS calculators overstated the impact of a vulnerability that is only present in very niche configurations. One issue that the team notes is that even though the CVSS score is not mandatory in CVE filings, it is often added by CISA as an enrichment.
Scammers using Telnyx's VoIP service made nearly 1,800 robocalls impersonating a fictitious FCC "Fraud Prevention Team," ironically targeting FCC staff and their families among others. The FCC has proposed a $4.5M fine against Telnyx for allegedly failing to properly verify customer identities through Know Your Customer (KYC) procedures, though Telnyx denies these accusations. The scammers, operating under "MarioCop" accounts with suspicious discrepancies between their registered location and IP addresses, attempted to defraud victims by demanding $1,000 in Google gift cards to avoid supposed jail time.
The Lazarus APT group, linked to North Korea, uses a JavaScript stealer to target crypto wallets through fake job offers on platforms like LinkedIn.
Software supply chain attacks in 2024 targeted repositories and development tools, exploiting npm, PyPI, and JavaScript libraries to steal credentials and distribute malware.
A new threat actor named Silent Lynx has been targeting organizations in Kyrgyzstan and Turkmenistan with cyber attacks using sophisticated methods like using ISO files, C++ loaders, PowerShell scripts, Golang implants, and Telegram bots for command and control.
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In a world where most digital ads get lost in the clutter, your brand can stand out by leveraging iconic TV shows to SUPERCHARGE YOUR ADS.
Many predictions for 2025 missed the mark. Virtual reality was expected to replace smartphones, but only 5% globally own a headset due to cost and comfort barriers. Ebooks were predicted to replace print, yet 51% still prefer physical books for their practicality. While remote work forecasts were accurate, few foresaw a pandemic as the catalyst. These failures show that change happens slower than expected, societal habits shape adoption more than technology alone, and everyday behaviors - not expert predictions - ultimately determine which innovations succeed.
Carl's Jr. has returned to sexualized marketing with an ad featuring influencer Alix Earle, years after abandoning the strategy. The ad plays on nostalgia while targeting Gen Z consumers with humor and social media appeal. Experts link this shift to changing cultural norms under the new presidential administration. The campaign focuses on digital engagement, using Earle's 7.2 million TikTok followers and selective TV placements instead of a costly Super Bowl ad buy.
Trial start rates follow an inverse relationship with trial-to-paid conversion, so Meta Ads' focus on trial efficiency often leads to campaigns favoring younger, lower-spending audiences. While 18-24-year-olds start trials at nearly double the rate of 55+ users, they convert to paid plans at less than a third of the rate. To maximize revenue, advertisers should shift strategy toward older users by leveraging static ads, clearer messaging, and higher-value pricing.
Only 1 in 10 companies are able to achieve sustained profitable growth over a decade. Rising complexity is cited as the biggest barrier. Research into long-term competitive advantage reveals three strategic principles: clear differentiation, embedding core strategic principles throughout the organization, and strong learning systems. This podcast explores some case studies, including Nike, IKEA, and Enterprise Rent-A-Car to show how repeatable models can drive long-term success while reducing complexity.
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CallRail analyzed 1.1 million leads across seven industries to pinpoint which marketing channels drive real conversations, conversions, and revenue—and where opportunities are being missed. Get a copy of the report [10] to see the full data.
This webinar, on February 10 at 3 PM ET, will cover strategies for capturing consumer attention in today's content-heavy landscape. B2B marketing leaders will share insights on building community, brand growth, and content production.
This author built a marketing AI agent by experimenting with Lovable, a no-code app building platform. They created an app to monitor Reddit for marketing-related queries, automatically replying to them with a mix of predefined templates and AI-generated responses. The author also integrated a dashboard to monitor the app's activity and ensure quality. They have planned further improvements like training the system to incorporate personalization.
Specialized consulting in the creator economy helps brands navigate complex creator partnerships. Brands are moving beyond basic collaborations and in-housing creator relationship management. Consultants are focusing on multi-year influencer strategies and building lasting brand loyalty through value-driven programs. As cultural shifts influence partnerships, they are also addressing challenges like political impacts while balancing DEI efforts and brand commitments.
EvolutionIQ succeeded in the crowded AI space by focusing on a niche market (bodily injury claims) and building deep relationships in an industry with only 150 key decision-makers. It secured a $730M acquisition by CCC Intelligent Solutions after creating the "claims guidance" category with nine products, international expansion, and a sustainable business model. The company prioritized premium pricing, ROI-driven sales, and high-touch customer service, ensuring long-term success without relying on technical novelty. EvolutionIQ won deals by targeting decision-makers with profit responsibility, leveraging word-of-mouth introductions, and hiring industry insiders instead of traditional sales reps. Its strategy of turning early customers into advocates and focusing on measurable outcomes enabled it to dominate its market.
Sales cycles are longer, website traffic is declining, and competition is more intense - all of these factors are making it harder to acquire new customers. Buyers now complete 80% of their research before contacting a company, demanding transparency, self-service tools, and trust-building content. In this context, companies that openly address pricing, customer concerns, and industry comparisons while making their sales process more accessible are able to close more deals.
Most beauty brands lack distinct sonic identities, but LUX and Old Spice excel by integrating unique branded sounds into digital content in order to boost consumer connection and brand recall.
Netflix's upcoming March price hike email lacks clear cost details and transparency.
A reminder that your audience doesn't read your website copy - they skim and scan.
The core principles of stateless architecture are independent requests, external state management, idempotency, decoupled components, and horizontal scalability. The advantages of it are better resilience and scalability, while the disadvantages include increased network overhead and having to deal with more complex state management.
Durable Objects Callbacks are a novel "static callback" pattern for Durable Objects in Cloudflare Workers. They solve the problem of long-running asynchronous operations needing human interaction by decoupling callbacks from their initiating functions. This allows Durable Objects to sleep and be awakened by events like alarms, webhooks, or emails.
Using `any` in TypeScript removes type safety and can lead to hidden errors, but people often use it anyway. It's a good practice to enable ESLint rules to avoid `any` from sneaking into a TypeScript codebase and use the unknown type as a safer alternative to it.
There are seven mental models - Inversion, Inertia, Second-Order Thinking, Entropy, Hanlon's Razor, Bottlenecks, and Activation Energy - that can help engineering managers make better decisions and avoid costly mistakes. This post explains each model along with real-world examples. For example, inversion means to invert a problem to look at it from the opposite perspective, such as thinking about what you don't want in an engineer when hiring.
After using Zig for a few months, this developer likes Zig's arbitrary-sized integers, type-level functions, and C interoperability. However, the downsides of using it include a lack of good memory safety guarantees and a lack of features like traits and destructors. While Zig improves upon C, it still has a ways to go to be production-ready.
It's quite challenging to convert PDFs into machine-readable text for RAG systems, but Google's Gemini Flash 2.0 is a cost-effective option. It achieves near-perfect accuracy in PDF-to-markdown conversion, outperforming other models in terms of pages processed per dollar. However, it struggles with accurately generating bounding boxes for text within the original PDF.
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One year ago, the Jolt team was building an API load testing tool - but it wasn't getting traction. Then, they built Jolt, a popular AI coding assistant for 100K+ line codebases. Read the story [10] of how the Jolt team realized things weren't working, and how they successfully pivoted by aggressively investing in problem discovery.
Google DeepMind has announced the general availability of Gemini 2.0 Flash. It also released an experimental version of Gemini 2.0 Pro, its best model yet for coding and complex prompts, and a cost-efficient model, Gemini 2.0 Flash-Lite.
Emoji Picker is a composable React emoji picker component styled with Tailwind CSS. It offers features like virtualized lists for smooth scrolling, keyboard navigation, and customizable styling.
This developer spent five years developing a minimalist music composition web app. After many redesigns and optimizations, he finally launched it on Hacker News, which gained some traction and earned him his first dollar.
As AI learns to reason more and AI agents become more prevalent, these systems can now conduct in-depth research and solve deeper problems. For example, Google and OpenAI both have a Deep Research feature, which asynchronously grabs multiple sources, parses them, analyzes them, and outputs a report based on what the user requested.
AI is making it easier for people to create custom personalized software tailored to their specific needs rather than being forced to use one-size-fits-all apps from others.