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Don Norman's 1988 book The Design of Everyday Things still applies to modern AI, voice, and agentic interfaces because it focuses on human cognition rather than specific technology.
Recursive self-improvement focuses on building AI systems that upgrade their own capabilities, with harness engineering supporting this process. Various design patterns, such as workflow automation, persistent memory management, and the use of sub-agents, contribute to creating AI harnesses that optimize performance and learning. The main challenges remain in the effective evaluation and management of context and memory.
PgDog is a new connection pooler for PostgreSQL designed to overcome limitations faced by existing tools, particularly in handling session state and database features like SET commands and LISTEN/NOTIFY. It uses a built-in SQL parser to manage connection states and ensures efficient performance by using a multithreaded architecture based on Rust's Tokio.
Not all upgrades to AI models result in improvements. A comparison of two models, Claude Sonnet 4.6 and Claude Sonnet 5, showed that the newer model can incur higher costs and produce inferior output in certain tasks despite cheaper token pricing.
ChatGPT for Mac has established itself as one of the best desktop apps compared to its competitors. In contrast, apps like Claude and Microsoft's 365 Copilot are primarily web-based, so they don't have the same level of polish and functionality as ChatGPT, which has consistently prioritized user experience and native app development.
Fortress is a stealth Chromium engine designed to prevent scrapers and browser agents from being blocked by correcting the browser fingerprint within the engine itself, making sure that it appears as a standard Chrome installation. By modifying over thirty surfaces that bot detectors monitor, Fortress allows automation tools like Playwright and Puppeteer to operate without changes to existing code.
Davit is a free, open-source macOS application that allows users to run Linux containers on Apple silicon without requiring Docker Desktop, featuring a native interface for managing containers, streamlined installation, and direct communication with Apple's container daemon.
Startups experiencing hypergrowth may produce more code due to advancements like AI, but this doesn't necessarily translate to faster shipping or increased productivity, as the real bottleneck lies in the code review process. Even with higher individual productivity, companies often struggle with long review times, leaving them overwhelmed with pull requests and reducing overall progress.
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Rowboat is an open-source AI coworker that organizes and indexes work into a dynamic knowledge graph.
Herdr is an agent multiplexer that operates in the terminal, allowing users to manage various agents simultaneously.
Quality in software is inherently challenging to achieve at scale due to increasing complexity and diminishing returns.
Reliance on a 98% success rate can be misleading, as it often overlooks the huge impact on the 2% that may be negatively affected.
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The Task Economy is the defining market for the future of AI. The barrier to automating every task with agents is covering the full distribution of all of the apps, all of the environments, and all of the tasks that correspond to everything in the economy. This will require a massive data build-out across every professional domain, academic discipline, and consumer use case. Labs, AI app companies, and enterprises will all fight to rapidly scale this data infrastructure across the full surface area of economically useful work. The ones that succeed will continue to improve frontier capabilities and gain market share.
AI companies have committed $9.75 billion in 12 months to forward-deployed engineering. The FDE role is now an industry default rather than a Palantir signature. FDE investment is a moat as retraining on a competitor's stack is friction no manager wants.
The founder who sold Vungle to Blackstone for $780M explains why his second-time playbook is a tax, after watching Blazel's token bill pass $70K in a single month and its AI-agency business race toward an easy but fatal $10M ARR. He kept the agency just long enough to harvest labeled human edits, fine-tuned a model on them, and pivoted to a platform before the cultural switching cost made the pivot impossible. The expensive lesson underneath it comes from Vungle serving two markets at once while AppLovin picked one, and today Vungle is worth $4B against AppLovin's $150-250B.
Agent AI adoption is changing how Uber builds. 99% of the company's engineers use AI tools. More than 70% of pull requests are attributed to agents. The biggest lesson that the company has learned is that the best AI opportunities are discovered by sitting next to the people doing the work, understanding every friction point, and building with them, not for them.
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Google is adding support for capabilities in Managed Agents in Gemini API like background execution for async interactions, easy connection to remote MCP servers, custom functions, and credential refresh. The new capabilities will enable developers to build autonomous agents with expanded capabilities. They turn managed agents into asynchronous workers that operate inside real development environments without blocking applications.
Claude Cowork is now available on web and mobile as well as desktop. Cowork runs sessions remotely so users can access their sessions and files wherever they are, on any device. It is still in beta on web and mobile. The feature will roll out over the next several weeks, starting with the Max plan.
Top AI companies are ramping up discounts in a desperate bid to win business. Founders across Silicon Valley are enjoying a wave of computing credits and are fielding competing offers from AI-model makers racing to land new enterprise customers. These offers have enabled some startup founders to raise later. Companies participating in Y Combinator are being especially targeted with offers.
Startups built around AI hire fewer entry-level workers than their peers. They are leaner, flatter, and heavily weighted towards senior technical talent. Their workers are especially likely to be graduates from elite institutions. AI seems to be concentrating rather than democratizing opportunity.
The world is short on people who can find the right problem, tell whether the machine solved it, and finish past where the machine stopped.
Google Search Console now supports a new property type that can track traffic from Search that goes to individual social accounts.
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55.7% of tech workers now report significant burnout, up from 44.7% a year ago, while career optimism has dropped to 48.7% from 54.8%. Only 22% cite losing their job to AI as a top fear, and the correlation between AI replacing parts of a job and layoff worry sits at essentially zero. What's actually driving the anxiety is the squeeze, since AI raised the bar for output and the reward has been more work for the same pay rather than fewer hours. More than half of respondents say they would steer a newcomer away from their own field, producing an average career recommendation score of -39.
AI Overviews appeared on 71% more commercial-intent search results, expanding well beyond the informational queries where they first took hold. Finance saw the sharpest jump, up 231% in the period, followed by computers and electronics at 108% and games at 77%. Transactional queries moved in the opposite direction, with AI Overview appearance falling 5% as Google increasingly reserves them for the research phase of a purchase rather than the moment someone is ready to buy. Google Ads and AI Overviews are also showing up together roughly twice as often as a year ago, putting more paid and AI-generated real estate on the same results page.
Content works better when it starts with a relatable moment because personal stories stand out in a feed full of AI-generated advice. Start with a real event, build one clear message, and match the post to one of three goals: personal, proof, or promo. The STORM structure gives each post a simple flow from hook to takeaway and helps readers stay engaged. Specific hooks and a closing that connects back to the opening create stronger engagement and clearer calls to action.
Microdramas give brands a low-cost way to build attention through entertainment instead of traditional ads, but success depends on strong storytelling before product promotion. Short episodes that open with a hook, end with a cliffhanger, and include clear business goals can create stronger engagement and commerce opportunities. Audience interest is growing fast as time spent with short drama apps increased by 5.78 billion hours in 2025, while Crocs generated nearly 10 million views from its first branded microdrama. Start with small tests, measure repeat viewing and binge behavior instead of only impressions, and avoid forcing products into the story because audiences quickly reject content that feels like an infomercial.
This live session on July 10 brings B2B marketers together to break down paid ads that drive qualified pipeline. Speakers quickly share top-performing ad examples and results, then face rapid Q&A before the audience votes on which plays deserve a deeper dive. The format is interactive, with attendees able to ask questions and influence what gets explored further, ending with a final crowd-selected standout.
Google Search Console now lets marketers measure how social and video content performs in Google Search and Discover across Instagram, TikTok, X, and YouTube. The new platform properties show which search queries generate clicks and impressions for individual posts, so teams can find the content and topics that attract search traffic. The Insights report gives a quick view of traffic trends and top posts, and the Performance report lets users filter, sort, and export the data for deeper analysis. This gives brands a single place to measure search visibility across owned websites and major social platforms.
Reddit is using AI-driven systems to proactively detect spam, bots, and harmful content before users see it. These upgrades now block 23M spam views daily, cut user exposure to spam by 20%, and revoke nearly 2M fake votes per day. Enforcement on hate and violent content has also dropped to under five seconds, reducing exposure by over 40%.
Framing can increase customer value as much as product quality because the right partner changes how people perceive and use an offer. Robinhood generated more than 50% of Kalshi's trading volume by presenting prediction markets inside an investing app, which made larger wagers feel normal to investment-minded users. Partnerships can also reposition a brand, as Apple used Hermès to present the Apple Watch as a luxury accessory and New Balance used fashion collaborations to change its image. Products are easier to copy than brand perception, so partnerships that expand reach and create stronger mental associations can create a lasting advantage.
Viewers are increasingly abandoning popular Netflix shows before a second season, driven by frequent cancellations, long gaps between seasons, and algorithm-shaped programming. Netflix's binge model was built to beat linear TV, a fight streaming already won when it overtook combined broadcast and cable viewing in 2025, but the platform now competes with short-form video and microdrama apps instead.
Buzz-heavy memoirs and novels are sparking intense online debate. Group chats, Substack, and book clubs are driving the conversation. These books center on messy personal lives and polarizing choices. Readers engage for the drama but often feel personally invested in the authors, which sharpens reactions. Conversations move beyond hot takes into questions about feminism, relationships, and autonomy. The trend echoes the confessional era but feels more fractured today. Cultural regression shapes the tone, turning outrage into a way to process collective anger.
Use separate subdomains for transactional and marketing emails, clean your database regularly, and apply more precise suppression logic.
These include weekly citation gap sweeps, auto-refreshing pages that convert, and the ship-it-twice LinkedIn system.
ChatGPT Ads now offers to generate a complete ad, pulling from an advertiser's website and campaign settings, then handing it back for review, editing, and approval before it goes live.
Nvidia's Kyber rack-scale architecture has been delayed by more than 12 months to 2028. The server cabinet is designed to house 144 of the company's 2027 Rubin Ultra chips so they can work together as one giant computer. The delay is due to difficulties in manufacturing a key circuit board at the heart of the system. It is a sign that Nvidia's breakneck annual release cadence is colliding with manufacturing limits.
The iPhone Ultra will be announced in September together with the iPhone 18 Pro and Pro Max. It will start shipping about a month later. The foldable phone is estimated to be priced at around $2,400. It is likely that the phone will sell out immediately after pre-orders open, and then there will be delays running through December.
Robots decouple capital from human labor. This means production capacity becomes tied to how many robots one can make or afford. Robust robot capacity enables things that were previously impossible. This post features an interview with robotics experts about why robots are the real general-purpose technology, how everyone keeps underestimating Unitree, China's edge, why you can't AI your way out of a hardware or supply chain problem, and what the US should do next.
Egypt is attempting to create a new agricultural landscape to relieve mounting pressure on the Nile Delta. The New Delta product is a plan that involves recycling water, moving it across the desert, and bringing it to new land for cultivation. Early satellite images show rapid progress, but questions remain about how sustainable the transformation will be. Much of the water currently used to irrigate the new fields is coming from underground aquifers, which are not easily replenished.
The 100x software engineer is at least an order of magnitude more productive than normal software engineers due to a combination of tacit knowledge, experience, and technical prowess. Agentic coding doesn't normalize productivity - not everyone is equally productive with agents. Agentic engineering is a skill with a high ceiling. This article looks at the shift in the bottleneck in agentic engineering and how to become a 100x agentic engineer.
env.style is a tool that styles environments with colors or custom tabs. Users can preview updates live as they edit. The tool allows developers to set a custom icon for any environment.