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You have to manage maintenance costs if you want a productive team. AI may help teams produce code faster, but maintenance costs can build up exponentially if teams don't manage the code properly. Even if AI produces code that's just as easy to maintain as human-written code, the productivity gains don't last. Chase improvements to coding speed, but spend just as much time chasing improvements to maintenance costs as well.
Markdown is the dominant file format used by agents, but it is a bit restrictive. HTML can convey much richer information compared to Markdown, making it a better language for model communication. It also allows for interaction and data ingestion and makes files easier to read and share. This post provides some tips on how to get started with getting Claude to generate HTML files.
River is an AI agent that lives in Shopify's company Slack. It can read code, run tests, write code, open pull requests, query data, look up production traces, and a lot more. River only works in the open - it doesn't respond to direct messages. This helps employees learn from each other faster and more effectively than if they were using the agent privately. The agent's success comes from Shopify's employees watching each other interact with it.
Intel will start manufacturing some of the chips that power Apple devices again. It is unclear which products Intel will make chips for. Apple has long been TSMC's top customer, but soaring demand means that Apple no longer has the leverage to secure the supplies it needs. CEO Tim Cook has blamed the lack of availability of advanced chips for the company's inability to meet customer demand for iPhones.
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AI's ability to find and fix bugs is breaking the way computer security is commonly approached.
There are many jobs where you learn first and then apply, but in research and development, you always begin with an incomplete understanding.
Some tasks you can leave to agents to work autonomously on, but work that requires taste and originality requires human involvement.
TLDR is hiring a VP of Marketing to scale growth, pipeline, and brand across 8M+ subscribers, 13 newsletters, and advertisers like AWS, Google Cloud, Microsoft, and Anthropic. Apply here [23].
The average computer has become increasingly capable, so work should be done in the browser rather than being offloaded to a remote computer.
Google's next-generation reCAPTCHA system relies on Play Services for verification.
The tools will be for developers, not for end users, and they will focus on models that run locally to preserve users' privacy.
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Leading organizations like Beinex, European Air Transport (DHL Aviation), and OHRA are already embedding governance directly [4] into how AI systems are built, deployed, and monitored across analytics, models, and agents.
Apple is in the late stages of developing new AirPods with built-in cameras. The prototypes feature a near-final design and capabilities. The device will be Apple's first foray into AI-enhanced hardware. While the hardware is nearly ready, there are still concerns about the AI elements, which could further hold back a launch if the quality of the visual intelligence features isn't good enough.
Google's newest Fitbit Air has a screen. It contains a suite of health sensors that pipe data into the new Google Health app, which has an AI-powered health coach that can tell users what that data means. The device is a small plastic puck that fits into various bands. There will be plenty of colors and style options available. Pictures of the devices and bands and screenshots of the new Google Health app are available in the article.
China has several early-stage biotechs with over 10 development candidates. It is much easier to develop drugs in China. Chinese biotechs lacked access to later-stage development resources in the past, so they have always leaned toward a breadth-first strategy. This has resulted in an industry with heavy competition that will likely surpass its Western rivals within the next few years.
The buildout of AI infrastructure in the US has transformed the country's energy needs. A new crop of companies has developed nuclear reactor designs that they claim to be cheaper, safer, and easier to build than the ones currently in operation. However, it will take many years before these technologies will meaningfully contribute to the US energy supply. This means that the country will have to rely on much older technology until the new plants come online.
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Mozilla recently announced that it had identified and fixed an unprecedented number of latent security bugs in Firefox with the help of Claude Mythos Preview and other AI models. This post goes into detail about how the team approached this work, what it found, and advice for other projects on using emerging capabilities to harden against attacks. Many of the bugs discovered would need to be combined with other exploits to achieve a full-chain compromise.
OpenAI's API now supports live voice agents, instant translation, and streaming transcription. Its new GPT-Realtime-2 model offers GPT-5-class reasoning for spoken conversations. GPT-Realtime-Translate, designed for live multilingual voice products, supports speech input in over 70 languages and output in 13 languages. GPT-Realtime-Whisper can transcribe audio as people speak, making it ideal for live captions, meeting notes, and other situations where speech needs to be converted into structured text during the conversation.
Cloudflare plans to slash 1,100 jobs as part of a restructuring plan that it claims will define how a world-class, high-growth company operates and creates value in an agentic AI era. The company says it will become even faster and more innovative by embracing an agentic AI-first operating model. The layoffs are expected to be substantially complete by the end of the third quarter. Cloudflare expects to incur charges between $140 million and $150 million for the layoffs.
OpenAI claims that Elon Musk was always happy to commercialize the lab as long as he remained in charge. Musk had tried to hire OpenAI's founding team to lead a new AI lab within Tesla in 2018. The deal would have brought Sam Altman, Greg Brockman, and Ilya Sutskever to the company, with Altman becoming a board member or OpenAI becoming a Tesla subsidiary. The claim contradicts Musk's accusations of Altman stealing the charity by converting the company into a for-profit.
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Two new Allstacks reports give engineering leaders the framework to prove AI ROI through productivity, quality, and business outcomes.
The fact that Microsoft's competitors seem to be keeping up with increased load due to AI suggests that the company has not been responding to its growth like a world-class engineering organization.
The agent can work in parallel across tabs in the background without taking over the browser.
'Contributors' submitting slop PRs is an unmanageable disaster - reviewers could be more productive by prompting agents themselves.
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When a measure becomes a target, it ceases to be a good measure.
Properly implemented and regulated, markets are the best fundamental arrangement of society for maximizing human flourishing.
Matt Mullenweg has given a small group of trusted contributors the authority to overhaul WordPress.org without approval from any team, committee, or stakeholder other than himself.
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SpaceX has agreed to provide Anthropic access to its Colossus 1 data center in Memphis, Tennessee. The plant has more than 300 megawatts of power and over 220,000 Nvidia GPUs - Anthropic has access to all of the compute. Anthropic is doubling Claude Code's 5-hour rate limits for Pro, Max, and Team plans, removing the peak hours limit reduction on Claude Code and Max plans, and substantially raising its API limits for Opus models.
Google is adding an extra section into its search results labeled 'Expert Advice' or 'Community Perspectives' (depending on the query and response) that will include snippets of wisdom with references to the source. It is also adding a 'Further Exploration' section to AI results and making links easier to see in AI responses. Hovering a link on the desktop version of Google Search will now show a preview of the website. The improvements in link visibility and helpfulness are aimed at helping users connect directly with sources and creators.
SpaceX conducted 165 launches with the Falcon 9 rocket last year. It plans up to around 145 Falcon launches this year. SpaceX is transitioning its sites to launch Starships. The Falcon 9 will still remain operational at least as long as the International Space Station, which is unlikely to retire before 2032. SpaceX will put Starship to work as soon as possible to launch upgraded Starlink Internet satellites.
China's early lead in humanoid robots will help power its next phase of global manufacturing and export dominance. The nation's share of global manufacturing is estimated to expand to 16.5% by 2030 from 15% today. Chinese tech parks, factories, and universities are already deploying humanoid robots, and government procurement is kicking in, paving the way for broader adoption. American firms like Tesla have invested heavily into the humanoid robot race, but Chinese firms have been quicker to roll out models using the local market as a testing ground.
TLDR is hiring a VP of Marketing to scale growth, pipeline, and brand across 8M+ subscribers, 13 newsletters, and advertisers like AWS, Google Cloud, Microsoft, and Anthropic. Apply here [14].
Engineers at high-growth startups can build so fast and independently that trying to map out the product area is a lost cause. Architects design buildings from the outside using floor plans and schematics to paint a perfect picture of reality. Engineers have to design from the inside out and make small changes to product surfaces that incrementally reveal improvements. This means creating tight links between design environments and the real product, collapsing feedback loops, and shipping.
Redis has been missing a real indexed data structure for situations where the index and the spatial relationship of elements are semantic. Arrays handle index-first requirements natively, and usually with much better memory and CPU usage than the workarounds. They also often provide much better space, time, and usability at the same time. This article links to an interactive playground for trying out the new commands in the recently submitted PR for Arrays in Redis.
Anthropic has reached a growth rate that could make it 80 times as big this year. The company's annual revenue run rate surpassed $30 billion last month. Anthropic's overwhelming rate of growth has increased the company's need for computing power. It has signed a series of deals with industry giants to obtain the required computing power.
Open weights models allow anyone to run the model on their own hardware. This allows model use to be private, flexible, and low-cost. Many companies will run open weight models at significantly less cost than the cost of frontier models per token, and the performance gap isn't that big. However, the increasing costs of training mean that more and more models are being released under tighter license conditions. The competitive open weights ecosystem may soon be at an end, and this has enormous implications for the wider economy.
Shareholders will be prohibited from bringing class actions against SpaceX, its directors, officers, controlling shareholders, or bankers tied to the IPO, and Musk will have the power to elect, remove, or fill any vacancy on the board of directors.
Consuming energy and producing ATP is hard, so brains try to maximize information retrieval and computing using the least amount of energy possible.
Google's Prompt API is a web standard that requires users to agree with Google's 'prohibited use policy' to use the only model available to it.
SQLite is likely used more than all other database engines combined.