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The Enduring Legacy: Roman Concrete's Millennia-Long Stand As software developers, we're familiar with the ephemeral nature of technology; systems evolve, frameworks deprecate, and codebases undergo constant
Building Multi-Agent AI Systems: Plain Python vs. LangGraph As developers, we often tackle complex tasks by breaking them down into smaller, manageable pieces. This principle applies equally to AI systems, especially
DeepMind CEO Demis Hassabis has proposed an independent standards body, modeled after FINRA, to regulate frontier AI models. The body would test advanced AI systems and develop best practices for their release, initially on a voluntary basis before potentially becoming mandatory. This initiative aims to provide technically focused, adaptable oversight to the rapidly evolving field of AI.
Most smart home systems excel at monitoring and automating tasks inside your house. However, extending your smart capabilities to the outdoors can unlock a new level of convenience, security, and insight. By
Are you a proud owner of Ryobi tools, perhaps navigating both the 18V ONE+ and 40V platforms? It might seem counterintuitive to invest in two separate battery ecosystems from the same brand, but with a clear strategy,
The world of AI development is rapidly evolving, with a growing focus on autonomous agents capable of performing complex tasks. As developers, many of us have explored various agent "harnesses" – frameworks designed to
AI is set to revolutionize Infrastructure as Code (IaC) by automating code generation and deployment, shifting the developer role from direct authors to architects and validators. While this promises increased agility, it highlights critical needs for robust guardrails and policy-as-code. Deep systems knowledge remains crucial for human oversight, validation, and complex problem-solving in this evolving landscape.
Expedia Group, leveraging years of AI experience, has unveiled a comprehensive framework of principles to ensure its AI systems deliver value, operate safely, and scale responsibly. This strategy includes "Agentic Release" tollgates, designed to govern the development and deployment of autonomous AI agents across its platforms. The framework focuses on outcomes, system design, and establishing trust and accountability.
Ford has rehired 350 veteran engineers, including some former employees, after its AI and automated quality control systems failed to deliver desired product quality. Executives admitted that relying solely on AI was a "mistake," prompting a shift back to human expertise to identify flaws and train younger staff. This strategic pivot has already resulted in substantial cost savings from reduced warranty claims and helped Ford achieve a top ranking in initial quality surveys.
Welcome to a guide on KolibriOS, an incredibly small yet powerful operating system that challenges the notion of modern software bloat. In an era where operating systems demand gigabytes of storage and memory, KolibriOS
a16z-backed Base Power has launched its large home battery systems in Illinois, entering the PJM Interconnection grid territory which is struggling with soaring electricity demand and high prices. The startup offers cheaper power to residents by bypassing traditional grid bottlenecks, deploying batteries "behind the meter." This move aims to stabilize the stressed grid and provide a more affordable energy option for consumers.
Quick Verdict: The Data Center's New Powerhouses The server market is undergoing a seismic transformation, with Arm-based processors and GPU-accelerated systems rapidly rewriting the rules. Our latest analysis from
The proliferation of AI agents has opened up exciting new possibilities, but as these systems move beyond chatbots and into high-stakes environments—modifying infrastructure, moving money, or altering critical
Security researcher Chaotic Eclipse has publicly released "RoguePlanet," a seventh Windows zero-day exploit, just hours after Microsoft's record-breaking June Patch Tuesday. This vulnerability grants SYSTEM privileges on fully patched Windows 10 and 11 systems, deepening a dispute with Microsoft over previous disclosures. The exploit leverages a race condition in Windows Defender.
The landscape of database management is rapidly evolving, particularly with the increasing prevalence of AI agents interacting directly with our data systems. While these agents offer immense potential, they also
Rush Digital Marketing has launched Nexus Install, a 60-day program that builds and transfers ownership of a LinkedIn lead-generation system to coaches and consultants. It addresses a market gap by combining implementation with client autonomy, aiming for predictable client acquisition. This model empowers professionals to manage their growth systems independently.
LLM-based Multi-Agent (LLM-MA) systems automate complex software tasks, but their token consumption, and thus costs, are poorly understood. New research analyzing the ChatDev framework with GPT-5 reveals that the iterative Code Review stage consumes a striking 59.4% of tokens, with input tokens making up 53.9% of total consumption. This indicates that the primary cost in agentic software engineering lies in refinement and verification, not initial generation, offering crucial insights for cost prediction and workflow optimization.
Intel, Foxconn, and SambaNova Systems have partnered to build rackscale AI infrastructure, unveiled at Computex 2026. This collaboration targets the shift from AI training to inference, aiming to re-establish Intel Xeon CPUs at the core of data centers by pairing them with SambaNova's SN-50 RDUs for efficient, cost-effective performance. Foxconn will handle system integration and develop CPU-dense variants.
Instagram is alerting users targeted by hackers who exploited Meta's AI support chatbot to take over accounts. The simple attack, involving asking the bot to link accounts to hacker-controlled emails, continued even after Meta claimed a fix. The incident highlights critical security flaws in AI-driven support systems.
Microsoft has launched ASSERT, an open-source framework designed to simplify AI behavior testing. It enables developers to create comprehensive, application-specific evaluations using natural language descriptions, ensuring AI systems act as intended for particular products and services. The tool translates high-level goals into structured tests, generates scenarios, scores results, and logs execution paths.
An intense internal power struggle within the Trump administration has stalled US federal AI regulation, leaving a policy vacuum after Anthropic's Mythos model revealed critical cybersecurity risks. Factions within the Commerce Department, intelligence agencies, and pro-industry groups are locked in a "knife fight" over who gets to evaluate and oversee advanced AI systems. This paralysis follows the abrupt cancellation of a landmark executive order and the unexplained withdrawal of AI testing announcements.
When most people picture AI chatbots, they envision powerful systems housed in distant data centers, constantly pinging servers to process requests. While cloud-based AI like ChatGPT and Gemini dominate the narrative,
California's proposed amendment, AB 1856, aims to exempt open-source operating systems like Linux from its upcoming Digital Age Assurance Act, addressing significant backlash and practical concerns for decentralized platforms. This pragmatic step is a win for privacy and open-source principles.
Plug-in solar systems, also known as balcony solar, represent a fascinating, accessible frontier in personal renewable energy. Instead of sprawling rooftop arrays, these compact, 'plug-and-play' setups offer a
TT Games is evolving the Lego formula with `Lego Batman: Legacy of the Dark Knight`, launching May 22. It promises a sprawling Gotham, revamped combat, and a challenging "Dark Knight" mode designed to push experienced players with deeper systems and AI.
