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Open a 15-year-old codebase, and it’s rarely obvious what project you’re looking at. There are folders nobody wants to touch, classes with thousands of lines of code, business rules copied across multiple modules, comments referring to developers who left a decade ago, and almost no documentation explaining why anything works the way it does. Now imagine opening that same project with a modern AI coding assistant. If you’ve watched demos on artificial intelligence, you might expect the assistant to instantly understand the architecture, explain every dependency, modernize legacy code, and produce a clean migration plan. In reality, that’s not what…
Mixins, HOC, render props, and Hooks are four ways to reuse componentsPhoto by Vlada Karpovich from PexelsNow frontend engineering is more and more important. Although Ctrl+C and Ctrl+V can also be used to complete requirements, once they are modified, it becomes a huge task. Therefore, copying of code is reduced, and the packaging and reuse capabilities are increased to achieve maintainability and reversibility. The code used becomes particularly important.In React, components are the main unit of code reuse. The combination-based component reuse mechanism is quite elegant, but for more fine-grained logic (state logic, behavior logic, etc.), reuse is not so easy.…
Venice scales to 256 Zen 6 cores with support for 512 threads, 16 memory channels, up to 1GB of L3 cache per socket, along with PCIe 6.0 and CXL 3.1 connectivity. AMD is also offering several Venice configurations for other applications, including general-purpose servers, high-frequency workloads, GPU hosts and high-density CPU sandbox systems used to execute agent tools. Treating the CPU solely as a GPU host understates its role. Gateways, tokenization, vector search, databases and short-lived code execution stress different mixes of per-core performance, thread count, memory bandwidth and I/O. Specifically, AMD’s internal testing shows Venice significantly outperforming its current…
2 Why the OpenAI hack is the scariest AI mishap yetAI’s capabilities seem to be starting to outpace our current ability to control them. (The Economist $)+ Hugging Face had to turn to a Chinese AI model to rescue it from the hack. (BI) 3 Visually impaired Europeans can now get an implant that restores sightAnd Americans may not have to wait long to receive it, too. (STAT)+ This retina implant lets people with vision loss do a crossword puzzle. (MIT Technology Review)4 A bellwether lawsuit suing Meta for social media addiction has been droppedThere are, however, many more waiting in the wings.…
Partner Article If you have attended any Mobile World Congress event in recent years, you will never have been far away from a robot. From mechanical dogs prowling the halls at trade shows to robotic baristas serving coffee, robots have long been a novel way to demonstrate the power of mobile technology. With the advent of AI, however, the embodied AI is being springboarded towards practical deployments, with autonomous operations becoming increasingly viable. From Honor’s humanoid robot ‘Lightning’, which broke the human world record for a half-marathon earlier this year, to robot dogs helping provide security at the FIFA World Cup, the robotic era is almost upon us. AI that had once been confined to a phone or laptop screen will soon be making the leap to the physical world. What does that boom in physical AI mean for networks? …
MIT researchers are set to contribute to the U.S. Department of Energy’s (DOE) Genesis Mission, with 15 collaborative projects among those selected for funding under Genesis Phase I, DOE announced Wednesday.The Genesis Mission, a national initiative, intends to build “the world’s most powerful integrated science discovery platform” by incentivizing cross-sector collaborations that leverage AI, supercomputing, quantum systems, and advanced scientific instruments to accelerate breakthroughs in energy, scientific discovery, and national security.“MIT researchers are proud to be leading and contributing to projects under the Genesis Mission, in vital areas of research that support national priorities,” says Ian A. Waitz, MIT’s vice president for…
This is a guest post by Mark Larson, Andrew Kummerow, and Tim Razik at Alight Solutions, in partnership with AWS. Alight Solutions is a leading cloud-based human capital technology and services provider focused on integrated benefits administration, healthcare navigation, and employee experience solutions. The company serves hundreds of enterprise customers globally, with services that support millions of people worldwide. Alight’s technology stack generates over 1 billion log records per day across their containerized microservices architecture, with peaks reaching 100,000 records per second during Annual Enrollment periods. Previously, Alight relied on a self-managed Elastic Stack (Elasticsearch, Logstash, Kibana) deployment that had…
Applying lessons learned from managing cloud spend won’t be a fix for the AI and ROI quandary. True, cloud taught a generation of CFOs that billing without business context is noise. So to get cloud ROI, they stitched two data sources together: cost data plus business data. AWS reveals which account, which region, which tag, which resource. Merge in customer and product mappings on top and the ROI of the cloud spend comes into focus. But AI is harder. It requires three data sources: cost, business, and telemetry—the automatic collection of data from disparate sources that helps to clarify the…
US mobile download speeds surged during the first half of 2026. The combined nationwide median across AT&T, T-Mobile, and Verizon reached 334 Mbps, up about 74% from 192 Mbps in the first half of 2024, according to Ookla’s RootMetrics unit. The increase strengthens the case for cellular connectivity at branch offices, temporary sites, and locations with limited wired options. National rankings, however, cannot show whether a carrier will deliver stable indoor service on an organization’s hardware and applications. The H1 2026 State of the Mobile Union report draws on about 3 million tests conducted from January through June. RootMetrics covered…
Netflix Chief Sustainability Officer Emma Stewart is leaving the company to join the leadership team at Climate Spring, a social enterprise focused on changing how climate change is represented in film, TV and popular culture. Stewart has been a high-profile supporter of climate storytelling during her tenure at Netflix, which she joined in 2020 from the consultancy Engie Impact. Her leaving post on LinkedIn notes that she advised on hundreds of film and television scripts and grew Netflix’s Sustainability Stories Collection to more than 200 titles in 190 countries. She also oversaw Netflix’s attempts to cut emissions. The company’s Scope…
