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A solution post from AWS on utilizing AWS Transfer Family and GuardDuty to scan files uploaded to an SFTP server. The workflow utilizes Lambda functions with Step Functions to move uploaded files to an S3 bucket, scan them with GuardDuty, clean infected files, and then notify the user via SNS. Terraform files are provided to deploy the solution.
Monkey365 is an Open-Source security tool that can easily conduct security configuration reviews for Microsoft 365, Azure subscriptions, and Microsoft Entra ID without the significant overhead of learning tool APIs or complex admin panels from the start.
QTap is an eBPF agent that captures traffic flowing through the Linux kernel before and after TLS/SSL encryption and then passes it to plugins to add additional context.
FBI Watchdog is a cyber threat intelligence OSINT tool that monitors domain DNS changes in real-time, specifically detecting law enforcement seizures (ns1.fbi.seized.gov and ns2.fbi.seized.gov). It alerts users via Telegram and Discord and captures screenshots of seized domains.
Signal is blocking Windows 11's Recall AI feature from screenshotting its app by default, using a DRM API intended for copyrighted content. Recall captures screenshots every three seconds, potentially exposing private conversations. Signal took this step because Microsoft does not provide proper developer tools to prevent apps from being indexed by Recall.
Ireland's Data Protection Commission approved Meta's plan to use European users' public social media posts for AI training starting May 27, despite ongoing legal challenges. Privacy group noyb and German courts are fighting the decision, arguing Meta's "legitimate interest" justification violates GDPR requirements for explicit user consent.
After a security researcher purchased a new Volkswagen and found that they were locked out of connecting to the app, they decided to attempt to brute-force the app and discovered further vulnerabilities after succeeding. The researcher discovered that the app leaked credentials for other services, such as Salesforce and the owner's personal details and vehicle service history, which could be accessed with only a VIN. The researcher coordinated with Volkswagen, and as of May 6, they were able to verify the fix.
Microsoft and law enforcement seized 2,305 domains operating Lumma info-stealer malware found on 394,000 Windows PCs globally, stealing passwords and cryptocurrency wallets from infected systems.
A hacker known as ByteBreaker has purportedly offered for sale 1.2 billion Facebook user records obtained via an API, though experts have noted discrepancies in the figures and sample data, leading to skepticism.
Cloudflare has launched 13 new MCP servers that let users access tools, data, and features through natural language.
Content demand hit a record 7.9 million registrations in 2024, but the average time to open content stretched to nearly 39 hours, a 23% increase year over year. Playbooks showed strong buying intent, being 115% more likely to lead to a purchase within 12 months, while eBooks were less predictive of near-term decisions. Short-term purchase intent dropped 12%, while mid-term intent rose 15%, emphasizing the need for well-timed follow-ups over immediate responses. C-suite engagement rose 27%, but marketers must respect varied buyer timelines, focusing on presence, relevance, and patience.
A study of 50 websites by Siege Media found that AI Overviews and LLMs lower overall site traffic but increase homepage visits by 10.7% on average. Some saw nearly 30% more clicks. This rise comes from stronger brand visibility in bottom-funnel AI search results that boost branded searches even without direct links. Established brands benefit most, while others struggle. Siege recommends optimizing homepages, enhancing retargeting strategies, investing in brand building, and focusing on brand awareness to leverage this shift effectively.
One Instagram share can lead to anywhere from 150 to 400 additional views, significantly outperforming likes, comments, and saves. This makes share-worthy content the most effective way to reach new audiences and drive organic growth. Marketers should focus on formats like motivational stories, highly specific relatable posts, timely cultural tie-ins, and opinion-driven takes that promote conversation and sharing.
Peec is an AI search analytics tool that helps brands monitor and optimize their visibility across AI-driven search platforms. Teams can track brand mentions, analyze performance trends, benchmark against competitors, and identify the sources AI models rely on when generating responses.
Anthropic launched Claude Opus 4 and Claude Sonnet 4. Opus 4 leads in long-running coding tasks and agent workflows, while Sonnet 4 offers improved performance and instruction-following for everyday use. Both models now support extended thinking, memory from local files, and tool use in parallel.
Splashin turned the classic high school game "Senior Assassin" into a viral hit by making video proof of eliminations a required part of gameplay. It turned every moment into shareable content. Since launching in July 2023, the app has hit $1M MRR, 600K downloads, and over 2B views across TikTok, YouTube Shorts, and Instagram Reels. Splashin's growth tactics include embedding viral content into the product itself, posting consistently through @splashin.app starting in April 2024, repurposing the same videos across multiple platforms, and focusing on “unexpected” eliminations to drive engagement. This user-driven content loop powers a content machine that removes the need for a traditional posting strategy.
More than three-quarters of small and midsize businesses report that social media improves their business performance. However, 54% struggle to keep content fresh and aligned with current trends while also running the business. Facebook leads as the most used platform, with 82% of businesses leveraging it to promote products and engage with customers, followed by Instagram, YouTube, and TikTok.
Only 8% of people working in UK advertising agencies are over 51, yet 33% of the overall working population is over 50.
Understand the differences between positioning, messaging, and copy.
Streaming now accounts for 44% of total TV time in the US, with the majority of that viewing supported by ads.
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You spend weeks refining your roadmap, convinced that careful planning will protect your credibility.
AI manifestos from CEOs highlight a core issue: most teams are still using AI incrementally instead of reimagining what's possible. The real opportunity lies in building AI-native solutions that replace outdated workflows entirely and unlock step-change innovation.
Vibe marketing shifts focus from demographics to emotional resonance, helping brands connect through shared feelings and identity rather than data points. By combining human intuition with AI execution, challenger brands can create rapid, emotionally rich experiences that drive deeper engagement, loyalty, and growth.
Balancing growth with product readiness, a capability checklist, and a maturity model helps teams identify gaps, align improvements with go-to-market needs, and support expansion without compromising stability. These tools create shared visibility to pursue bold goals with confidence.
Frustrated by stagnant activation, one team replaced traditional onboarding with an AI-powered guide that felt personal and scaled effortlessly. The result was a 2x lift in activation and smoother adoption across entire teams.
Effective “skip leads” are vital for scaling teams, resolving manager challenges, and driving performance. By recognizing the unique role, avoiding undermining or covering, and delegating based on task-relevant maturity, leaders can manage managers with clarity and impact.
A/B testing often yields low success rates, so focusing on learning, return on investment, and data-driven decisions is key. Effectively using insights from past experiments is also crucial for successful optimization.
Dwarkesh Patel explains his shift from computer science to media and how Carl Shulman shaped his views on AI and the economy. He champions bold historical practices, values markets even in an AI-driven future, and sees major potential in using current AI tools across traditional industries.
Even great ideas can fail without the right framing - the way you present a proposal matters as much as its content. To gain buy-in, focus on how your idea solves your stakeholders' problems and frame alternative solutions as better paths forward, not criticisms of existing ones.
Technical PMs often lose impact by focusing on how things work instead of why they matter.
Relaying orders without context kills belief and slows teams.
Memory usage can become a significant bottleneck when working with large JSON files and Pydantic. The default Pydantic JSON loading method can result in a 20x memory multiplier, making it impractical for large files. To reduce memory consumption, it's better to instead use ijson, an incremental JSON parser, to stream the JSON data instead of loading it all at once.
Frustrated with Apple's limitations on playing personal MP3s and the subscription-based models of third-party apps, this developer built his own iOS music player with features like full-text search and iCloud support using Swift and SwiftUI. It has a local-first experience and uses SQLite for fast fuzzy searching.
Treating every task as a bug is an effective approach to get things done. This method is built upon four key principles: all tasks are bugs, a universal schema, a single assignee, and flexible queries. Modern tools like GitHub Issues fall short of these principles, leading to project management frustrations.
Property-Based Testing (PBT) is great at uncovering bugs that unit tests miss due to the combinatorial explosion of edge cases in complex systems. While unit tests focus on specific inputs, PBT uses randomized inputs to test general properties, revealing unexpected interactions between multiple variables. The advantage of PBT increases with the complexity of the input space, such as multiple integer inputs or nested data structures, where manual identification of edge cases becomes too hard.
A team that is too big has inefficient stand-up meetings and a lack of shared understanding due to specialized roles and tasks. Such teams work better after transitioning to a generalist model, where members broadened their skillsets and shared ownership across the entire development process.
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The newest update to Shopify lets developers build locally without tunnels, see realistic app previews on any plan, and use unified Polaris components across all surfaces. The sleek new developer platform [10] and CLI also includes declarative data definitions and isolated dev environments for faster builds. Discover 150+ updates in
Anthropic has released Claude 4, featuring two new models: Claude Opus 4, the world's best coding model, and Claude Sonnet 4, an upgrade with superior coding and reasoning abilities. These models have extended thinking with tool use, parallel tool execution, and improved memory capabilities when accessing local files.
SQLite-JS is an extension that lets you add JavaScript power to SQLite. You can create your own special functions (scalar, aggregate, and window types), define sorting rules (collation sequences), and even run JavaScript code directly inside your SQLite queries.
TypeScript Native Previews is a port of the TypeScript compiler and toolset to native code. This native preview, eventually becoming TypeScript 7, includes initial support for JSX and JavaScript type checking, and editor features like completions, but still lacks some functionalities present in the current stable version, TypeScript 5.8.
Model Context Protocol (MCP) makes AI application integration easier by providing a standardized way for AI clients to access platform-specific data and tools through MCP Servers. These servers expose tools, prompts, resources, and sampling functionalities that AI clients can utilize without needing specific platform knowledge.
AI 2027 is a scenario that predicts the rapid arrival of superhuman AI and its dystopian consequences. However, the report relies heavily on speculation and unrealistic projections, and it doesn't have a solid scientific basis or consideration of alternative scenarios.
Developers spend most of their time figuring out existing systems, a costly and inefficient process primarily done through reading code.
Meticulously reading through code is still the most effective strategy for resolving complex multi-threading bugs.
Defuddle is a work-in-progress JavaScript library that extracts the main content from web pages by removing clutter and standardizing HTML elements for better readability and compatibility with tools like HTML-to-Markdown converters.
A video from Stripe Sessions 2025 revealed that Stripe, with its strong engineering culture, averaged 1,145 production deployments per day in 2024 with minimal downtime, placing it in the top 1% of elite software delivery performers due to its heavy investment in automation, tooling, and engineer autonomy.
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The distance between teams that maximize AI coding assistants and those that merely dabble is growing every sprint. DX's guide to AI-assisted engineering [4] can help you and your teams close the gap.