QA Wolf's Mapping AI explores your entire app and outlines the most complex workflows with zero human intervention. It plans its own approach, explores autonomously, and delivers a detailed map of how your product really works.

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Tesla has filed a trademark application for a product called 'Megapod'. The filing describes a complete, self-contained computing system for AI workloads. The product appears to be a turnkey AI data center building block that includes the full rack-and-room of servers, networking, power, and cooling. It would compete with Nvidia's already dominant platform.

Apple's industrial design organization used to be the heart and soul of the company. Today, the organization no longer has a true seat at Apple's executive table. It has become a place where other teams come to get what they need before promptly leaving. This article tells the story of the group's decline, its impact on the company, and Apple's plans to restore the design studio's prowess.

DNA doesn't do anything by itself. The information only becomes something when an enzyme unzips the helix and copies a stretch into messenger RNA, after which its instructions are decoded to create chains of amino acids. Similarly, the weights of a neural network don't mean anything on their own. They only become meaningful during the forward pass, activated during inference. In both cases, a passive informational substrate is brought to life only by a process outside of it.

Shinkei is a startup that makes a refrigerator-sized robot that scans fish with computer vision, identifies the species, locates the brain, then pierces the brain and severs the gills so the fish dies before it can thrash or suffocate. The system prevents the fish from experiencing a slow death, which floods the meat with stress hormones and lactic acid, dulling the flavor and shortening shelf life. The process delays decomposition long enough for the flesh to be safely aged for days or longer before it is served. The aging period gives top-tier sashimi its concentrated, umami-heavy flavor.

AI shows up in 60% of software engineering work. Only about a fifth of it can be handed off without someone babysitting the output. Agents are still missing the context your team has. Join live June 24 (FREE) to find out how teams pulling ahead are using a context layer to save time and tokens.

A well-supervised agent can offer dramatic speedups when paired with someone who cares about software, cares about the craft, and has specific goals they want to achieve. They can be used to significantly speed up the PR process. Agents can turn open issues into prompts, generate solutions, edit the output to meet standards for mergeability, and then commit as soon as it's ready, all on their own. This means issues can be fixed just hours after being identified.

Agent Hooks allow developers to interject themselves into an agent's workflow while they are doing work rather than after the work is done. They can stop agents from ignoring rules. This means agents can be used for deterministic checks that work 100% of the time. This article discusses how to create two agent hooks: one that ensures agents never use an 'input' tag directly, and another that ensures agents never claim work is done while tests are still failing.

Jane Street is looking to hire more than 500 employees this year. The previously secretive firm is starting to edge more into the spotlight to catch the attention of AI startups and talent. It is aiming to become a major AI investor and supercharge its trading with the technology. Jane Street is eager to make new AI investments and deals for computing power.

Anthropic claims that AI model intelligence has become dangerous. AI will continue to grow exponentially in capability, but most people will stop seeing progress. Only a few will have access to superintelligence above the classes of models seen this year. Open models are not likely to improve past Fable class due to huge compute requirements and government lockdowns.

We're hiring a senior PMM to own product marketing at TLDR. You'll define our positioning, build out sales enablement, and lead every launch. Learn more.

Delegate tasks to Claude Agents anywhere in Jira! Claude Agents in Jira have full context to build accurately, all while staying visible and traceable within Jira. Learn more.

AI agents generate 48% of code on average, yet 55% of leaders worry about losing shared understanding and 39% about shipping with confidence. Project-level rules help standardize AI-driven development. Explore how to standardize AI-driven development

Google paid $2.7 billion to bring Noam Shazeer back to the company, just for him to leave for OpenAI in less than two years.

The most effective engineers are simultaneously high-ego in some situations and surprisingly low-ego in others.

The technology is cool, but it likely isn't useful for most current serious medical applications.

The Lighthouse Agentic Browsing category evaluates how well sites are constructed for machine interaction through a set of deterministic audits.

The restrictions on Anthropic have yet to be formally rescinded, and Anthropic has not publicly indicated whether it plans to modify its guardrail policies.

Humans aren't consistent, they make mistakes, and their performance drops over time.

Every finance task takes multiple steps. Check runway? Find the right report, cross-reference your burn, interpret the graph. Pay a contractor? Track down the invoice, navigate to transfers, fill in the details. Freeze a card? Dig through settings.

Mercury Command eliminates the switching tax. It's AI built directly into your Mercury account that understands natural language and executes from one place — payments, invoices, categorization, team management. You review and approve every action. Command does the rest.

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*Mercury is a fintech company, not an FDIC-insured bank. Banking services provided through Choice Financial Group and Column N.A., Members FDIC.

AWS is in talks to sell its Trainium AI chips to other companies for use in data centers. The company has so far resisted selling its chips as compute capacity for the current chips in its data centers is already sold out. Selling its chips to other companies may mean current customers will be left waiting, unless AWS has figured out how to manufacture more chips, which is unlikely.

AI startup Midjourney has announced a hardware project in the personal health and medical sector. Its full-body ultrasound machine, the Midjourney Scanner, requires users to be partially submerged in water. The company plans to build a fleet of 50,000 scanners, with the first to debut in a 'Midjourney Spa' location in San Francisco. The scanners don't use any AI. Midjourney is currently working on four hardware and four software initiatives and plans to ship at least two of those hardware efforts in the near term.

NASA has hired Relativity Space to build a spacecraft to house a suite of scientific instruments, launch it into space, and fly it to Mars. The Aeolus mission will contain four instruments to measure and image Mars from orbit. It will provide the space agency with its first daily global view of dust, winds, and temperatures in Mars' atmosphere. The data will make it safer for landers and astronauts to visit the surface of the planet. The mission is set to launch in 2028.

A growing number of tech firms have started introducing usage-based pricing options for AI services rather than charging a flat subscription fee. The shift to this pricing model may lead to more selective use of the technology. It has forced businesses to confront their spending on AI and take stock of the return on that investment.

Sites block, change, and CAPTCHA your agent until it stalls. Browserbase puts a real browser behind it so it can log in, navigate, and act on any site. It's self-healing when pages change and scales to thousands of concurrent sessions. Used by 10K+ teams, including Ramp, Lovable, and Deepmind. Get an API key now or talk to an engineer.

Clear is a programming language where the specification and implementation are in the same file. There's no translation step or drift between docs and behavior as they are the same artifact. Clear is built for agents to read and execute while being readable by everyone on the team. It compiles to any target without any change in the spec.

Durability is a property of the entire execution layer underneath a loop. Durable orchestration is fundamental to building an agent loop architecture. This article breaks down the agent loop architecture. It explains where loops commonly break, what happens when things break, how to build an agent that builds its own skills, and more.

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Intel shares jumped after President Donald Trump and Apple announced an agreement to work with the company to design and build chips in the US. Intel was underperforming for years until Lip-Bu Tan became CEO in March 2025. Trump initially raised concerns about Tan's potential close ties to China, but Tan's charm won him over. Intel has since received a lot of help from the Trump administration.

Coding agents, in theory, should free up time, allowing for larger blocks of deep work and rest. However, some developers are having the opposite experience. Agents can do more work, but they still need human oversight. Left unsupervised, they could potentially make a huge mess. Having an army of agents running simultaneously means there's no time for breaks.

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Pioneer monitors your model requests, surfaces more cost-efficient alternatives, and routes your traffic to smaller, cheaper models automatically.

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The human genome might not submit to the kind of straightforward input-output approach that such AI models ultimately assume because the genome isn't a blueprint or algorithm.

Gemma 4 E2B (QAT Mobile) runs fully on-device with WebGPU.

Katalyst's spacecraft will attach to the Swift satellite, latch onto it, then boost its orbit back to a safe operating altitude.

The economics of open source don't add up.

Standard vesting gives employees an embedded call option on startup equity that's worth multiple times more than what investors are willing to pay for.

Emily Dalton Smith will continue to stay on to work with Andrew Bosworth until the handover to a replacement is complete.

QA Wolf's Mapping AI explores your entire app and outlines the most complex workflows with zero human intervention. It plans its own approach, explores autonomously, and delivers a detailed map of how your product really works.

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• Maps 200+ workflows in minutes instead of weeks of manual planning.
• Works across web, iOS, and Android apps.
• Finds multi-user, cross-device, and integration flows — automatically.
• Continuously re-maps coverage as you ship new features.

Trusted by engineering teams at Drata, Salesloft, Figma, Metronome and many others.

⭐ Rated 4.8/5 on G2.

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The Trump administration's ban of Anthropic's models has been criticized by cybersecurity experts and Anthropic employees as unfair. More than 150 cybersecurity experts have signed an open letter calling for the administration to lift the restrictions. Employees say that the well-known multiple protections built into the Fable model to prevent its use for cyber offensive uses is evidence that Anthropic is being unfairly targeted.

The second-generation iPhone Air is now in advanced testing. Apple plans to launch the device in Spring 2027. The device will retain its current look, but with a second rear camera for ultrawide-angle photography and an improved battery life. It will be powered by a version of the A20 Pro processor, the same chip coming to this Fall's iPhones.

AI will make some parts of biopharma faster and cheaper, but other facets of the industry are restricted by the physical world. Recruiting patients, dosing them, and waiting for results will still take time. Drug discovery will accelerate, but clinical development will remain a bottleneck. The durable position is built around the bottleneck, not in the path of advancing discovery models.

Mobileye is launching a robotaxi service in the US in 2027. The vertically integrated service will use the company's Moovit mobility platform to interact with customers booking rides and coordinate drivers. It will begin service with about 100 robotaxis in a yet unnamed city. The company plans to scale up to around 17,000 robotaxis within the next five years if the initial pilot goes well.

Thermal throttling in air-cooled systems doesn't just affect GPUs, it creates fabric congestion that impacts the entire cluster. WhiteFiber breaks down why liquid cooling is a workload performance decision that might change your ROI calculations.Read the analysis →

Lore is a version control system optimized for projects that combine code with large binary assets. It is designed for scalability and caters to both the needs of developers and artists. Lore features a verifiable, tamper-evident source of truth, an intuitive interface, and a full-surface API. It is fully open source under an MIT license.

Anthropic has shipped an overhauled version of Claude Design that attempts to fix its token consumption issue. With the update, Claude Design has transformed from a prototype toy to an enterprise platform. Users can now bring design systems into Claude Design from a GitHub repository, design files, or raw uploads. It can output consistent branding at speed and scale.

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The surging costs of memory and storage chips are prompting Apple to raise its prices on its products. Apple's next major product launch is likely to be in September, but price increases could come sooner. The AI infrastructure buildout is eating up supplies for memory and storage chips. Prices have quadrupled since last year, and they're expected to continue increasing into 2027.

Many of Elon Musk's fans and investors expect him to merge SpaceX with Tesla. The two companies have long shared executives and other resources and are jointly developing multibillion-dollar projects. Musk controls SpaceX and is Tesla's largest shareholder, so it could raise legal issues and prompt lawsuits if he made the deal. However, this is unlikely to stop Musk, who has donated hundreds of millions of dollars to Republican candidates, including President Donald Trump.

Shopify's Spring '26 Edition: 150+ updates that put merchant products everywhere buyers are, from AI chats to in-store, anchored by Shopify's global product Catalog and the Universal Commerce Protocol. Read more.

The Nvidia GEAR lab will open-source the ENPIRE harness so that anyone can host their own self-running robot lab at home.

Mark Zuckerberg attempted to lift employee spirits by promising to host a companywide AI hackathon in July, but workers told him that they were in no mood for such a thing.

AI makes putting together a design system less expensive than before, making the cost of building without a design foundation exponentially higher.

AI is enabling people to work faster by passing the actual work to the next person.

Local Qwen is able to provide real value for businesses in certain tasks and workflows.

Loops allow agents to prompt themselves and improve products without input.

Your team is using AI as a productivity hack. But for real ROI, there's something missing: business context.

The Celonis Context Model is a dynamic, system-agnostic digital twin of enterprise operations. It translates the reality of your business into a language AI understands.

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SpaceX is buying AI startup Cursor for $60 billion worth of stock. Cursor, which has a popular AI coding tool that has experienced explosive growth since the company's founding in 2022, crossed $1 billion in annualized revenue in November. SpaceX has yet to provide investors with details on Cursor's customer list, momentum, or revenue. The merger is expected to close during the third quarter, subject to requisite regulatory approvals.

Apple's camera-equipped AirPods are scheduled to launch in late 2027. The device will be released around the same time as the foldable iPhone and a 20th anniversary iPhone model. All three products have reached advanced stages of development. Apple intends the release to be its biggest wave of new products yet.

Genesis AI, a startup backed by former Google CEO Eric Schmidt, has unveiled a general-purpose robot called Eno. The robot can reason, adapt, and own outcomes beyond predefined tasks. Genesis AI is working with LG Group's consulting and services arm to deploy the robot to industrial customers by the end of the year. The startup is currently raising funds to finance its next steps.

Snap's Specs, at $2,195 with a $200 refundable deposit, are expected to ship later this year in the US, UK, and France. The augmented reality glasses bring digital visuals into a user's field of vision, creating a new way to use computing in shared experiences in the real world. Snap's earlier attempt at a similar product, the $130 camera only Spectacles that debuted in 2016, never became a hit. Meta has more recently found some success with its Ray-Ban Meta glasses, and Google plans to launch AI-powered glasses developed together with Samsung.

Stop stitching together CDC pipelines and managing ETL jobs. Just build on Lakebase. Run apps, analytics and AI on a fully managed serverless Postgres database. Work the way you want to on the database for builders.

AWS has a new metadata capability for Amazon Simple Storage Service (S3) that enables users to attach rich, large-scale business context directly to their objects. The annotations feature allows users to store up to 1,000 named annotations per object, each up to 1 MB in size, in flexible formats like JSON, XML, YAML, or plain text. Annotations can be modified or deleted at any time without rewriting objects. The feature is available now in all AWS regions.

Meta has been known over the last two decades for being a unique, high-performance engineering organization. It had a 'move-fast-and-break-things' culture where engineers were empowered to do good work, focus on impact, and balance business interests with solid engineering. This has all changed in the past few weeks. This post looks at how bad things have become since April, what's happened, what's going through the minds of leadership, and the other factors causing the organization to demolish a proven, successful engineering culture in the most ruthlessly efficient way possible.

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Anthropic and Trump administration officials are still in talks to resolve the security concerns that pushed the White House to restrict access to its latest models. Both parties are working quickly to resolve the issue. The White House is under pressure to show it can responsibly oversee the rapidly developing AI industry. The latest issue stems from a workaround to Fable's guardrails discovered by Amazon researchers.

Audited financial statements obtained by an independent journalist show that OpenAI's reported revenue grew from $3.7 billion in 2024 to $13.07 billion in 2025. However, its expenses grew from $7.81 billion in 2024 to $19.18 billion in 2025. These numbers reflect the high costs OpenAI has incurred in training new models. The losses point to a concerning direction for a company that is telling investors that it hopes to be profitable by 2030.

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Print servers are the problem, so why not kill 'em? Learn just how easy it is to switch to a serverless solution. Download the Eliminating Print Servers whitepaper

AI is unbundling creation from control, making CMS more important wherever content is shared, reused, approved, or trusted across systems.

Android 17 adds a small set of features and lays the groundwork for the future.

Preparation is more valuable, and the cost of iterating is lower.

The iOS App Store now records every tap users make (and a lot of other information) and then sends it unencrypted to Apple, with all information fully tied to user accounts.

AWS Blocks is an open-source TypeScript framework for application developers who want backend capabilities on AWS that removes the need to learn infrastructure tools.

Both Sign in with Apple and Hide My Email aliases will soon be issued on the @private.icloud.com subdomain, making it easier to ban them.

QA Wolf's Mapping AI explores your entire app and outlines the most complex workflows with zero human intervention. It plans its own approach, explores autonomously, and delivers a detailed map of how your product really works.

What sets their Mapping AI apart:

• Maps 200+ workflows in minutes instead of weeks of manual planning.
• Works across web, iOS, and Android apps.
• Finds multi-user, cross-device, and integration flows — automatically.
• Continuously re-maps coverage as you ship new features.

Trusted by engineering teams at Drata, Salesloft, Figma, Metronome and many others.

⭐ Rated 4.8/5 on G2.

Try Mapping AI today

Many people think that Anthropic's public statements around its model releases are mostly scare-mongering for the sake of marketing. However, its models are very impressive, and Anthropic's cautious rollout of Mythos was justified. The model is definitely more capable of identifying and exploiting security issues than previous generations. The problem with public releases is that guardrails can be jailbroken, which is what happened shortly after release.

Fox is acquiring Roku in a deal valued at around $25 billion. The deal will add scale to Fox's streaming business, subscription-based Fox One, and Fox Nation. The combined company will compete with the likes of Amazon and Netflix for ad dollars. The deal is expected to close in the first half of 2027.

SpaceX's mission statement to scale to make a sentient sun is more honest than ridiculous. SpaceX is a launch provider with an internet subsidiary and an AI lab. It is the only company on Earth assembling the full prerequisite stack for a transition to a post-scarcity society. The company is a serious attempt to push humanity into an interplanetary species.

A brain-computer interface developed at UC Davis has enabled a person with severe paralysis caused by amyotrophic lateral sclerosis (ALS) to communicate, work, and interact with the digital world. The device uses an advanced decoding algorithm to translate neural signals into text and enable cursor control. It allows full interaction with a personal computer. The development marks a significant step toward delivering practical assistive technology for people with severe speech and motor impairments.

Datadog's new guide walks you through the challenges of deploying agents, from debugging multi-step workflows to detecting prompt injection attacks. Download it to learn how to monitor your LLM workflows from end-to-end, detect and mitigate security risks, and ensure reliable, high-quality outputs. Get your guide

Coding agents are good and getting better fast. The hard heart of engineering has moved from writing code to deciding whether to trust it. Code review is the most leveraged skill in software right now. Understanding is still as expensive as it has always been.

Customizable select, a new feature coming to Safari 27, allows developers to fully control the appearance of 'select' elements without the need for JavaScript libraries or endless 'div' elements. Ensuring this built-in control works well for everyone requires making sure developers always provide text content or accessible text attributes in their 'option' elements. This provides a better UX, better accessibility, and better progressive enhancement.

The web is now shifting from search engines to AI chat interfaces. The open place where people search, click, read, browse, publish, and discover is being replaced by something more centralized and much harder to escape. Websites are increasingly becoming infrastructure for machines. The web will likely still exist in the future, but it may no longer be where people go.

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Google Chrome has been planning its move to Manifest V3 for years. A recent commit in the Chromium repository finally removes support for Manifest V2 extensions. This will stop many Manifest V2-based ad blocker extensions from working. All traces of Manifest V2 will be removed in Chrome 151.

Microsoft Azure's Copilot Migration Agent turns complex migration data into clear answers. Through natural language prompts you can evaluate readiness, risk, and ROI to make confident decisions. Read the playbook.

Adobe's global survey of 16,000+ creators found that 87% say creative AI is actively growing their business and audience. Check out Adobe's full Creators' Toolkit Report here.

The ban is expected to take effect early next year.

In a networked but still disconnected world, being deliberate in your search for friends is more necessary than ever before.

The company asked this developer to review a public GitHub repository that was falsely authored using the name of a real developer.

Local models may still be slow and resource-intensive, but they can run many tasks competently and can help save on costs.

People who learn more fields discover more intersections where they can apply the tools of one field to the problems of another.

The Claude for Foundation Models Swift package allows developers to use Claude on Apple platforms through the Foundation Models framework.

Sign-up forms were built for humans in browsers, so how do AI agents programmatically register with services?

Enter auth.md. By exposing a single, machine-readable Markdown file at your service root, AI agents can dynamically discover your OAuth Protected Resource Metadata, parse required scopes, and authenticate seamlessly.

With native support in WorkOS AuthKit, you can now implement this protocol out of the box, giving AI tools a standardized, secure way to log into your application.

Read the auth.md docs

SpaceX's AI1 satellite will have a 70-meter deployed wingspan and carry a 150 kW peak compute payload. It will have an interchangeable hardware design that will let different chipmakers supply the processors. The craft will operate at roughly 600 km. SpaceX has already filed with the FCC to launch up to a million orbital data center satellites.

Anthropic claims that Claude Fable 5 offers the same performance as Mythos 5 but with stricter guardrails. It has a 1 million token context window with 128,000 maximum output tokens. The model is priced at twice the price of the Claude Opus models at $10 per million input tokens and $50 per million output tokens. The Claude API has new mechanisms for alerting users when these guardrails are activated, and there is an option to request to fall back to another model automatically if something gets rejected.

NASA has announced the crew for its upcoming Artemis 3 mission. The mission will require the astronauts to travel to Earth's orbit inside NASA's Orion capsule, where they'll meet and board both Blue Origin's Blue Moon lander and SpaceX's Starship in quick succession over three days. It is designed to lay the groundwork for the crewed Moon landing tentatively scheduled for 2028. NASA is confident that Blue Origin's New Glenn will be ready for the mission despite the recent explosion that dealt significant damage to the company's launch pad.

The Shanghai Lingang undersea datacenter demonstration project is a joint effort between HiCloud Technology and China Communications Construction, a state-owned company. The datacenter, which has a capacity of 24 megawatts, is submerged 10 meters below the surface of the water. It is powered by a nearby offshore windfarm. The datacenter uses less energy compared to land-based datacenters because of the natural cooling effect that comes from being submerged in seawater.

Influencer marketing has hit a structural bottleneck. The reason? Too much of it still runs on emails, spreadsheets, and manual follow-ups. AhaCreator 3.0 is the AI solution you've been waiting for: multimodal matching, instant content review, 100,000+ onboarded creators. Scale your influencer program from one-off to 500+ monthly collabs. See the future of influencer campaigns

ktx is an executable context layer for data and analytics agents. It allows AI agents to query data accurately and with full context. ktx is self-improving and can teach agents how to query data warehouses accurately. It learns from company knowledge, maps the data stack, builds a semantic layer, and serves agents at execution. A video explaining the tool is available in the repository.

container is a tool for creating and running lightweight virtual Linux containers on Mac. It consumes and produces OCI-compatible container images and can pull and run images from any standard container registry. The tool uses the Containerization Swift package for low-level container, image, and process management.

Apple is set to win AI from a consumer perspective. The company may seem late to the AI race, but it was just doing what it has always done: watch new products and services develop and then jump in later with a better user experience. Its latest product announcements may seem underwhelming to the people living at the edge of AI, but most people don't need or even want that. Apple is set to bring AI usage mainstream with Apple Intelligence and the new Siri AI - if it is able to roll out what it showcased at WWDC.

Anthropic's Mythos-class AI model, Fable, represents a very real leap over past models. In informal experiments, it outperforms every other public model by a considerable margin. The model has guardrails that prevent it from being used for things like cybersecurity, but it can still produce impressive results from single prompts. This post looks at several examples of outputs from the model and describes what it is like working with it.

Granola listens to your calls (without the awkward meeting bot) and enriches your raw meeting notes with details that actually matter. TLDR readers get 1 month free with code: TLDR1MO

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While other companies are building infrastructure for AI, Apple is making the iPhone the true core of Siri, allowing it to not spend billions in capex.

Datatype is a variable font that turns text into charts.

A lot of people who use LLMs to write have never written before, and while most perform substantial editing, they don't feel that LLMs capture their voice or ideas.

Test-case reducers are tools that automate the process of reducing test cases, which often makes debugging vastly easier.

A list of the smaller changes announced at WWDC.

General Motors plans to increase its vehicle-to-grid capabilities and develop next-generation sodium-ion batteries, which have the potential to operate without active cooling and with much less system complexity.