AI agents often work well in demos but struggle in production when crashes, restarts, and long-running tasks cause them to lose state and execution context. The challenges facing AI agents today mirror those encountered during the rise of distributed microservices: coordinating long-running processes, handling failures, preserving state, managing retries, and maintaining visibility across complex workflows.

The orchestration patterns developed to solve these problems at scale are now becoming essential for agentic systems. Join us on June 11th to see how durable execution makes AI agents resilient, observable, and production-ready across popular agent frameworks.

Google will pay SpaceX $920 million per month from October 2026 to June 2029 to rent data center capacity. Google has the right to cancel the agreement in October if SpaceX doesn't provide the promised 110,000 Nvidia chips. Either party can cancel the agreement starting next year with 90 days' notice. This is the second major deal SpaceX has made in recent months to rent out compute capacity to a competitor. SpaceX is expected to go public on June 12 in a public offering that values the company at $1.77 trillion.

Several top Apple employees held a meeting - without Tim Cook - centered around the company's AI strategy in early 2025. At the time, the company's rivals were rapidly advancing, and the executives were concerned about how much trouble the company was in if real changes weren't made immediately. The meeting's aim was to formulate a recommendation to Cook about how the company should respond. The team decided that fresh leadership was necessary and recommended that Cook give Siri to Mike Rockwell, the creator of the Vision Pro headset, who was passionate about AI and had long argued that Apple needed to take it more seriously.

A startup called Antares has successfully achieved criticality in one of its test reactors. Criticality means that the nuclear reaction inside the reactor had become self-sustaining. The system uses a new fuel system that takes some of the complexity and safety out of the reactor design and places them in the fuel design. An attempt to run an entire system that includes electrical generation is expected to happen next year.

The choice of tools roboticists choose to use today encode an implicit theory of what embodied intelligence is. These tools are paradigm-level commitments, and any of them can be wrong. Scientists need to continue making progress on defining what embodied intelligence actually is. Choosing the wrong paradigm limits the progress that can be made on building a general robot.

Coding agents like Cursor and Claude Code run generic models on your tasks.

Pioneer fixes that by allowing you to route inference through its API, where the agent learns from your live traffic, diagnosing failures and continuously retraining the model for your use case.

See how the continual learning loop works →

Free inference available through August 1st.Use your free credits →

HTML-in-canvas is a new experimental feature in Chrome that allows ordinary HTML to be rendered inside rich canvas environments while retaining useful HTML features. Its development hints at a future where the document remains intact, but stops dictating the shape of the human experience. It will allow developers to stop shaping human experiences around what machines can reliably understand and create a future where the web is a lot more like the things it's trying to describe. This post contains several examples of what the new API could create, like fully accessible DOM elements drawn into Doom's wall textures and new types of engaging UIs and experiences.

Intent debt comprises the artifacts that were never written down: the goals, constraints, and rationale for why a system is the way it is. This can sometimes exist within team documents or discussions, but it is likely unorganized and incomplete. Agentic engineering only makes intent debt more expensive, as intent can only come from humans. Models don't know why decisions were made, and this changes the economics of not writing things down.

OpenAI's plans to shift towards creating a super app reflect the company's growing conviction that the future of AI lies in agents that perform tasks for users and not chatbots. While it doesn't indicate that the 'chat' element of ChatGPT is going away, it shows how the company is putting effort into moving beyond it. OpenAI is trying to expand its user base as it inches towards an IPO. The company is reported to have already surpassed the 1 billion monthly active user mark.

The centerpiece of Apple's WWDC is expected to be a major overhaul of Siri. For investors, this will be a test of whether Apple Intelligence can become a real driver for iPhone upgrades, and for developers, this will be a test of whether Siri can be a platform worth building for in the agentic era. For Tim Cook, it's a legacy moment, as he is preparing to move on to becoming executive chairman of Apple's board, with John Ternus stepping up to become Apple's next CEO.

Stop guessing what to modernize. This playbook from Microsoft's Azure Copilot Migration Agent team gives you strategies to decide what to re-platform, refactor, and what to leave as is. Try it yourself–download a copy today.

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.

Being able to develop software faster may not be that useful if market feedback still comes in at the same speed.

Jevon's Paradox assumes that the old production system continues to scale when demand expands as a result of new technology, but with AI, expansion can bypass the old labor bundle, meaning workers stay employed but at progressively lower wages in worse conditions, not seeing the benefits of the market expansion.

A commit from Google explicitly says that the company is currently just exploring the function and there are no current plans to push it live.

sem is a semantic version control tool that works on top of Git that tells users what entities changed (functions, methods, and classes) instead of just what lines changed.

The introduction of automated QA will likely raise the bar of quality for new software releases.

pg_durable allows developers to orchestrate retries, scheduling, parallel fan-out, and conditional branching with a tiny SQL DSL, without containers or external services, only Postgres.

AI may be overwhelming your SDLC, but you can keep up. With LaunchDarkly CodeControl, you own what ships down to the last detail. That means you:

• Control exposure with targeting, segmentation, and progressive rollouts so you can make precise adjustments in real time.
• Automatically detect and remediate issues as they happen.
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Get control of what your AI-generated code does in production with LaunchDarkly.

Take a closer look

AI assistant Poke is now available on iMessage via the Apple Messages for Business platform. Poke can send emails, set reminders, generate images, and more, from within the Apple Messages app. It is compatible with third-party services and products like the Oura Smart Ring, Microsoft Outlook, Gmail, GitHub, and Navan. Poke will conduct light actions, process manual prompts, and do background tasks for free, but any intensive requests will require payment, which can be negotiated.

Anthropic claims that AI systems will soon be able to improve themselves without human intervention. This is seen by some AI insiders as a potential marker of danger and enormous societal upheaval. Anthropic has previously been criticized for using its policy work to slow down the AI advances of competitors. Its warnings about the dangerous potential of its own tools are seen by some as a marketing ploy.

Amazon's new Proteus robot can be directed by workers using plain language thanks to an AI upgrade. Workers just tell it what needs to be done, and it figures out the priority, route, and timing. The robot looks like a heavy-duty Roomba. It can move heavy carts and cover long distances within fulfillment centers. The new system is being piloted in Amazon's labs, with deployment starting in Europe in the first half of 2027.

A robot doing a dance move may seem cool, but it doesn't really say anything about how useful that robot is. One of the biggest challenges in robotics is developing robots that can generalize their skills across many different conditions and environments. Robotics demonstrations are typically in controlled environments, making it hard to tell whether capabilities can be replicated elsewhere. A real assessment of robotic capabilities requires conducting quantitative, large-scale evaluations in the real world.

The model is rarely the problem. It's usually the context layer: agents that can't find the right record, act on stale data, or break when they need live enterprise state at runtime.

We mapped the most common failure modes and what teams are doing to fix them.

See the failure modes →

Producing code is now much cheaper and easier. Engineers need to switch from building and focus more on sculpting the output of LLM-generated code. Instead of priding themselves on the code they create, they should instead pride themselves on the code they remove or prevent from entering systems.

Open Code Review is an AI-powered code review CLI tool that reads git gives, sends challenged files to a configurable LLM via an agent with tool-use capabilities, and generates structured review comments with line-level precision. It can read full file contents, search code bases, inspect other files for context, and produce deep reviews. Open Code Review's core philosophy is to combine deterministic engineering with an agent, letting each handle what it does best.

Hardware is the real means of production in the AI race. Machine labor is far more scalable and cost-effective than human labor. The demand for machine labor will likely be truly infinite. The limiting factor will be the hardware to support it. This post discusses the few dozen companies that have a monopoly on the future of semiconductor manufacturing.

Microsoft CEO Satya Nadella was the sole presenter outside of product demos at the company's Build annual developer conference keynote, showing how he has shifted into a much more hands-on role at the company over the last year. This article features an interview with Nadella conducted shortly after the conclusion of the keynote where he discusses the company's competitive position, MAI models, OpenAI and capex, the software business, GitHub Copilot, and more.

All team members of VoidZero, the company behind Vite, Vitest, Rolldown, Oxc, and Vite+, are joining Cloudflare.

Google has transformed from a search engine that sends traffic to websites into an answer engine that removes the reason to visit one.

Enterprises looking to replicate Anthropic's 80% milestone need to shift from a 'developer assistant' mindset to an 'automated factory' architecture.

S&P Dow Jones Indices will not shorten its 12-month seasoning period for newly public companies or waive profitability and public-flowed requirements based on a company's size.

AI agents performing tasks on behalf of humans are shifting the balance between bot vs human traffic.

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.

There's no evidence that Meta is secretly identifying people users are looking at, but the apparatus for doing exactly that is present, assembled, and functional on the device.

QA Wolf's AI agent maps and tests your app's most complex user flows. It turns your prompts into real Playwright and Appium code that runs 12x faster and more reliably than other computer-use agents.

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SpaceX has set a price of $135 for its initial public offering, putting the company's value at $1.77 trillion. The company aims to raise $74.4 billion from the offering, which is set to be the largest IPO ever. Its stock is likely to begin trading on the NASDAQ next week under the ticker symbol SPCX. SpaceX plans to use the money it raises to fund various moonshots, including putting AI data centers into orbit, building a lunar factory, and sending humans to Mars.

Meta has launched an AI agent for businesses on WhatsApp, Instagram, and Messenger. The agent can answer customer questions, book appointments, close sales, and perform other functions. Meta plans to expand its capabilities so that it can eventually help run whole businesses. The agent is free to use for now, but Meta will eventually shift it to being a paid subscription service with different tiers.

Blue Origin claims that it will be able to resume New Glenn rocket launches by the end of the year. The company says that the damage from the explosion last week was not as severe as initially feared. There is still no word on what might have caused the explosion. The company's plans to resume flights by the end of the year imply that the root cause of the explosion was not a major design flaw, as that would take months to correct and then test.

China's low labor costs, government support, and public enthusiasm for robotics development are helping the industry mobilize large populations to work in robotics data collection. Robotics developers globally have ramped up data collection in real households since the beginning of the year. US companies face high labor costs and are outsourcing their data collection to workers in developing countries. Chinese companies are able to collect massive data sets locally, helping them build robots better adapted to domestic environments.

Datadog doesn't just let you control prod changes and monitor agentic systems. It also helps you ship faster. Download this guide for detailed LLM and agent monitoring guidelines, product briefs on CI Pipeline Visibility and Test Optimization, and an on-demand webinar on AI software delivery practices. Get the guide

sandboxed is an open source engine for AI app-builder products. It creates sandboxes, runs AI coding agents inside them, then provides a URL to access the dev server running inside the sandbox. sandboxed provides the infrastructure for AI app-builders, agent platforms, coding playgrounds, and product previews. It is best used for running many sandboxes for multiple people.

coreutils for Windows brings Unix-style command-line utilities to Windows. It provides developers with the everyday tools they already use on other platforms to script, automate, and process text. There are some differences from other versions of the library, such as the use of Windows path separators. Several commands that aren't useful on Windows are excluded. The binary can be installed through WinGet.

Apple doubled its target for MacBook Neo shipments from 5 million units to 10 million units due to customer response. Demand for the device helped drive a record number of first-time Mac buyers last quarter. A second-generation MacBook Neo is expected to be released next year. It will feature an A19 Pro chip and 12GB of RAM.

Google's new Gemma 4 12B model can run on many consumer laptops without sacrificing quality. Google claims the model is almost as capable as Gemma 4 26B MoE. The model's efficiency gains are due to a new approach to multimodality. Gemma 4 12B can be downloaded on Kaggle and Hugging Face.

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.

Ads get ignored on social media but not in TLDR! Reach developers, PMs, marketers, founders and other tech leaders where they actually pay attention. Learn more about sponsorship opportunities.

Apple had seven head-mounted wearables in various stages of development last June, but now it only has two: displayless AI glasses set to ship in 2027, and display-equipped AR/XR smartglasses planned for 2029.

Organizations should explore whether DNS can be avoided within internal infrastructures to increase reliability and robustness.

An explainer for the new features in Python 3.15.

Websites can now choose whether their sites appear in Google's generative AI Search features.

AI models, as amazing as they seem, are just layers of floating-point numbers getting multiplied together.

AI tools have made it easier to build apps on Apple's platforms, but the developer tools are still a formidable barrier.

As simple text generation gives way to interactive 3D worlds, how should your technical roadmap shift?

In Google for Startups's Future of AI report, top technical founders and Googlers lay out:

• Building for "post-keyboard" UX: How to architect systems for spatial computing and digital avatars.
• Utility-driven workflows: Why leaders are moving beyond static generation to agents that autonomously execute complex media tasks.
• The automation stack: Strategies for deploying and managing automated creative systems at scale.

Your defensible moat will look different by year's end. Read the report to learn what to focus on in an automated world

Project Solara is a platform for devices that run AI agents instead of apps. Its aim is to open up entirely new scenarios for computing. The current concept involves a desktop hub that sits beside a PC that responds to voice commands and a wearable badge with a fingerprint button that wakes an agent with one press. Microsoft envisions a future where hardware makers and other industry partners turn these reference designs into implementations of their own.

Microsoft's Scout is an always-active executive assistant designed to handle a wide range of tasks autonomously. It integrates with Microsoft's products to complete tasks like autonomously asking meeting organizers to reschedule if there's a timing conflict. Pricing for Scout has yet to be disclosed, but customers will likely be charged based on how much they use the software rather than a flat subscription fee. Access will initially require a subscription to GitHub Copilot.

China tested its Long March 12B again on Monday. While the launch did not include any attempt to land the first stage booster, the rocket carried grid fins and landing legs, important elements for future recovery experiments. The China Aerospace Science and Technology Corporation declared the flight a complete success. First-stage recovery tests are scheduled to be carried out at a later, opportune time.

Microsoft is betting that it can set up a commercially viable quantum machine by 2029. Its new Majorana 2 chip boasts 12 qubits that last longer than 20 seconds. The company's previous model had 8 qubits that blinked out of existence in less than 12 milliseconds. Microsoft is continuing to work with the Pentagon's Defense Advanced Research Projects Agency (DARPA) to evaluate its progress.

You need to learn what it is you are building before you start building it. Building software is learning, and you want to learn as much as possible. This involves asking more questions, building prototypes, iteration, figuring out what to cut out, and trying to explain the idea. There are many ways to learn - focus on what gives you the best and fastest feedback.

Posthog pointed an AI agent at its query agent, fed it slow queries from production, and let it run overnight. The next morning, the team discovered that for almost three years, every query with a timestamp filter had not been using ClickHouse's primary key correctly. Fixing the issue cut the number of granules ClickHouse had to scan by 62% on the benchmark query and made the query itself meaningfully faster. This post discusses the team's setup, the bug itself, and PostHog's plans to automate this type of analysis.

Box, a company that makes software for storing and managing data, has started selling AI products aimed at automating tasks like reviewing and approving contracts. The company's switch to focusing on AI has resulted in the need for new positions to be filled. It recently hired a senior director of AI, an AI architect, an AI solutions manager, and an AI platform leader. Box expects to add more than 100 new employees by early next year. It is unclear whether the growth of such roles will make up for AI-related job cuts.

The iPhone took roughly a decade to shift from rupture to infrastructure. AI is moving much faster. The infrastructure framing is already present in enterprise software, developer tools, and hardware roadmaps. The edge will be the applications that make their underlying capabilities feel indispensable and invisible at the same time.

In a world where compute is constrained, the company that wins will be the one with the most cash capacity.

President Donald Trump has signed an executive order that reduces the voluntary review period for powerful models to 30 days, down from 90 days.

Microsoft unveiled MAI-Code-1-Flash, a coding model, and MAI-Thinking-1, a reasoning model, at its Build developer conference on Tuesday.

You can fix code, but you can't fix trust - once it's gone, it's hard-to-impossible to get it back.

Google has emailed some developers with an offer to join a program that would allow them to generate additional revenue if they allow Google to access their codebases.

A subset of employees will also be able to request to opt out of the program altogether.

QA Wolf's AI agent maps and tests your app's most complex user flows. It turns your prompts into real Playwright and Appium code that runs 12x faster and more reliably than other computer-use agents.

What sets our AI apart:

• Maps 200+ workflows in minutes instead of weeks of manual planning.
• Executes tests 12x faster than computer-use agents.
• Runs entire suites 100% parallel with consistent results.
• Produces open-source tests your team owns, with zero vendor lock-in.

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

⭐ Rated 4.8/5 on G2.

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Anthropic has filed confidentially for an initial public offering that could see it go public this fall. This year is set to be a blockbuster year for IPOs. SpaceX is preparing to stage what is likely to be the largest IPO ever next week. OpenAI is also preparing for an IPO.

Nvidia has unveiled prototypes of a new generation of PCs designed for running AI agents. The new PCs will use a newly designed version of Nvidia's signature AI chips. There will be about 30 laptop models and 10 desktop models from Dell, Lenovo, Microsoft, HP, Asus, and MSI. PCs with the new chip will be targeted at the premium end of the market.

The Coalition for Epidemic Preparedness Innovations (CEPI) has pledged a little over $60 million to accelerate the development of three vaccine candidates against the Bundibugyo ebolavirus (BDBV). There are currently two licensed vaccines against Ebola, but they both target a different strain. The lack of medical interventions is allowing the virus to spread out of control in the Democratic Republic of the Congo. The disease is spreading in an area with armed conflict, large population mobility, and significant need for humanitarian assistance.

Several EV manufacturers plan to deploy vehicles with all-solid-state batteries in just a few months. The technology enables a driving range of over 1,000 kilometers. The first models to launch with the new battery technology will likely come from BYD's high-end sub-brands before trickling down to mass-market vehicles. Other manufacturers racing to introduce next-generation EV batteries include SAIC Motor and Changan Automobile.

Managing spend? Driving loyalty? Expanding globally? Your customers won't compromise on a reliable experience, and you shouldn't compromise on scale or flexibility. Marqeta gives you the best of both. Choose a payments partner that helps you deliver bigger and better. See what's possible.

Perplexity's Search as Code (SaC) is a new search architecture that empowers models to reach into the search stack itself rather than merely consume the final outputs. It exposes the components of the search stack as primitives within an SDK that can be assembled on demand through code generation and execution within a secure sandbox into retrieval pipelines tailored to specific requests. This article describes SaC's design and implementation and provides benchmark results. SaC establishes a new cost performance frontier for agent search.

An S3 customer's bucket migration resulted in a swarm of 503 errors coming from S3 due to the way S3 prevents users from explicitly defining partitions. S3 doesn't let users control partitioning because it would result in unpredictable usage patterns. This article looks deeper into the reasons why multi-tenancy works for S3 and presents a statistical model for better understanding multi-tenancy.

The recent slew of Instagram account takeovers was due to the exploitation of a simple vulnerability. Attackers simply tried to log onto target accounts using a VPN in a location close to the target and then told the Meta support AI that the account was hacked and to send verification codes to another email. There were no checks to see whether the emails belonged to the accounts. The vulnerability seems to have been patched, but it was exploited to take over accounts to be flipped or used for propaganda.

Research has shown that IPOs tend to come in industry clusters. Companies listed later in a cycle don't tend to perform as well. Even in a hot market, there's only so much money going around. The first company that goes up is likely to absorb more of the increasingly scarce capital.

Granola doesn't just transcribe your meetings. It builds on your notes to give you rich call summaries, no awkward meeting bot required. 1 month free with code: TLDR1MO

Lean manufacturing focuses on waste reduction and managing the unstable input of people.

Intel's new Crescent Island graphics processing unit uses cheaper memory and cooling technology to speed up inference tasks.

The company's friends and family list will not be subject to a lock-up restriction.

Companies are less likely to hire recent college graduates into roles that can be done remotely.

The AI code tools market is predicted to expand to roughly $30 billion by 2031.

The incident will impact Blue Origin's customers, including NASA, Amazon, and AST SpaceMobile.

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.

Your agent harness can have a bigger impact than the model you're running...With Strands Agents, you can build your own agent harness and control it end-to-end without getting locked in. Run it with any model, any cloud, anywhere.→ Monitor, modify, and debug with hooks

→ Deliver outcomes that work with guardrails that catch mistakes before they run

→ Replace brittle scripts with tools that adapt when processes change

Strands was built from prod systems inside Amazon.Start building with code examples

Nvidia has designed new chips in partnership with Microsoft to power Windows on Arm-based PCs. PC makers will soon release new Nvidia-powered PCs that will be able to run AI agents locally. The N1 chip will have up to 16 GB of RAM and run at 18 to 45 watts, and the N1x whip will have up to 128 GB of RAM and consume 45 to 80 watts. A recent cryptic tweet from Nvidia indicates that an announcement is imminent.

Apple upended the mid-tier traditional wristwatch market after it showed customers the appeal of buying a device that paired with their iPhones, tracked health metrics, and still told the time. The company now sees a similar opportunity with glasses. It plans to target the broader glasses category with products sold between roughly $200 and $500. The eyewear market is valued at roughly $200 billion annually and hundreds of millions of pairs are sold each year. Apple believes that its strong brand, industrial design, and iPhone integration will lead people seeking new glasses to buy from Apple instead.

The Federal Aviation Administration issued an environmental assessment on May 15 for test flights of Starfall, SpaceX's uncrewed reentry vehicle. It has approved the test flights, concluding that they would not have any significant environmental impacts. The published documents show that Starfall can perform both in-space manufacturing and point-to-point cargo delivery. SpaceX plans to build these vehicles in large volumes.

Blue Origin's recent failed test will be devastating to NASA and broad segments of the US space industry. There is significant damage to Blue Origin's launch site, and the company doesn't have another launch site for New Glenn. Preliminary work has started on a nearby pad, but it is still in very early stages. Rebuilding the pad, or finishing a new one, will likely take at least a year. This will result in significant delays in the Moon Base program and may require restructuring the plan.

Agents can generate code. Getting it right for your system, team conventions, and past decisions is the hard part. Unblocked is the context layer that turns code, docs, tickets, and conversations into actionable context, so engineers move faster and agents stay on track. Book a demo today.

Interviewing has always been costly for both the company and the candidate. A new type of interviewing is starting to emerge in Silicon Valley. Companies are hiring potential candidates to work with them for a few days with real pay, on real codebases, with the real team. This type of interview provides a strong signal to the company, and it also provides real value to the candidates.

Backpressure is the mechanism by which a downstream component signals upstream that it can't accept more work. Producers generate work when there's no backpressure and slow down, buffer, or shed load when backpressure increases. This post discusses how this concept can be used to build more ways for agents to validate more of their own work before a human has to step in. This results in longer unattended sessions that are safe enough to be useful without fully removing the human from the loop, as well as a reduced number of low-quality PRs.

MicroAGI, a German startup, is offering residents in New York City free home cleaning as long as they consent to the cleaners wearing cameras to record everything they do. The data that the cleaners collect will be used to train AI-driven robots. It has released an app called Shift that connects New Yorkers with trusted, professional house cleaners. The company says it will anonymize and blur all personally identifiable information and any other sensitive data.

Open positions for tech internships have dropped 30% since 2023. Companies are now using AI to handle the tasks previously entrusted to interns. The entry-level pipeline is breaking. However, at the same time, the AI job market is booming at the senior level.

Ads get ignored on social media but not in TLDR! Reach developers, PMs, marketers, founders and other tech leaders where they actually pay attention. Learn more about sponsorship opportunities.

Success in the upcoming AI era will come to those who understand that AI is now a part of their implementation strategy and act accordingly.

The Website Specification is a platform-agnostic specification of the technical features that every decent website should have.

Meta will start testing its AI pendant over the coming year, and it plans to release four more models of smart glasses before the year ends.

The only true audience for your career is you and those dependent on you.

Perfecting robotic hands could unlock many useful forms of automation and also result in better prosthetics for people who need them.

OpenAI and Anthropic are both spending millions to influence this year's elections.

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.