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 →
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.
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.
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.
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.
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.
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. Roll back or adjust changes instantly without manual intervention or 2 a.m. fire drills.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.
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.
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.
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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.
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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.