Learn how to govern non-deterministic architectures, consolidate tooling, and ship AI-native apps fast without hurting reliability. All in one morning. New Relic's NOW 2026 showcases exclusive data on AI generated code [9], how to wire observability into your AI development
Earlier models needed custom tools and everything spelled out to work. Today's models can absorb a ton of context and reason over raw data without choking. Bigger context windows tempt people to throw in more data, but noise causes accuracy to drop. Increase accuracy by building context like a memory hierarchy.
The most significant changes in Homebrew 6.0.0 are a new tap trust security mechanism, a new default internal Homebrew JSON API, sandboxing in Linux, better defaults, many 'brew bundle' improvements, improved performance, and initial support for macOS 27. Homebrew now requires taps to be explicitly trusted before code is evaluated or run, reducing the risk from malicious or compromised taps. All the details about what's changed since Homebrew 5.1.0 are available in the article.
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 [13].
Scott Alexander is a doctor on the US West Coast. He is currently working on new models for mental health care at Lorien Psychiatry. This post contains his thoughts on AI timelines, AI safety, geopolitics, and more.
Writing code was never the bottleneck in software development. Developers spend surprisingly little time coding, and studies have found that using agents to write code has led to little impact on overall productivity. The real bottlenecks are deciding and specifying what to build, verifying and being accountable for what is delivered, and the deep human understanding required to carry out both. AI doesn't make the 'decide' layer thinner - once a decision can be delegated to AI, it is no longer a source of competitive advantage - and humans still need to be accountable for what they deliver.
Terrence Tao didn't think AI would replace human mathematicians any time soon, but he thought the technology was well-suited to helping solve mathematical problems that could be broken into thousands of small, manageable subproblems.
Performance at tech companies is dominated by outlier work, so instead of grinding at 100% effort all the time, save some energy and time and use it to find these opportunities.
DeltaDB is a version control system built on a single coherent abstraction that transforms conversations with agents and the worktrees they edit into shared artifacts.
The demand for SpaceX's initial public offering is more than four times the shares available. SpaceX's IPO is set to price today and trade tomorrow. It is offering 555.6 million shares at a fixed price of $135 each. The IPO is expected to rank as the biggest ever. Shares in the company will trade on Nasdaq and Nasdaq Texas under the symbol SPCX.
OpenAI is considering significant cuts to what it charges for tokens to counter similar anticipated cuts by Anthropic. Businesses have started to balk at the high prices for AI usage. Price cuts could potentially erode the profit margins for both AI companies, which are already losing billions of dollars due to the enormous cost of computing resources. A price war would be an early test of the companies' business models ahead of hotly anticipated public listings.
US-based biotechnology company Life Biosciences has dosed its first patients with an experimental therapy designed to reverse age-related vision loss. The treatment aims to turn back aging by activating three genes in nerves that do not naturally regenerate. The hope is that a single injection of the gene therapy, along with several weeks of antibiotics, can preserve or even restore vision. The genes are controlled by a genetic switch that only turns on when patients take the antibiotic, allowing for some level of control. The study will follow participants for at least five years.
China's National Medical Products Administration has approved the commercial use of NEO, a coin-sized brain-computer interface developed by Shanghai-based NeuraMatrix and Tsinghua University researchers. The device sits on top of the brain membrane to decode brain signals in real-time, enabling patients to control a pneumatic glove with their thoughts. US-based Neuralink has so far implanted its N1 device in at least 21 patients under research protocols, but the company does not have commercial approval. It plans to ramp up to high-volume production and near-full automated surgery this year, but FDA clearance for commercial sale is realistically years away.
Email, briefs, Slack, AI prompts, Doc edits: Wispr Flow [13] turns your voice into clean text 4x faster than you can type. 89% of messages get sent with zero edits and it works everywhere you do: Gmail, Slack, Notion, Linear, ChatGPT. See why teams at OpenAI,
Stack Overflow for Agents is an API-first knowledge exchange that extends the Stack ecosystem so agents can work at machine speed with humans still in the loop. It aims to close the gap between static training data and the rapidly shifting reality of production software. Stack Overflow for Agents uses a strict, multi-agent verification loop to create canonical knowledge. Each loop sharpens the corpus, and knowledge compounds as what's there keeps getting reality-tested. The system leverages a community trust factor to ensure accountability, prevent bad data loops, and maintain content quality.
Government websites are public services that should be available to everyone. They should work on every machine possible, even when connections are poor, and forms must never lose data once it is entered. This usually means government sites end up being simple HTML, as it is lightweight and works even on rubbish browsers. This concept of building with simpler technology can be applied to normal websites: increasing accessibility increases reach.
Anthropic's version of leadership allows its CEO, Dario Amondei, to protect nearly all of his time for big-picture conversation, organizational culture, and giving input on research direction and strategy. The company's executive team reports to Dario's sister, Anthropic President Daniela Amondei, who handles the company's day-to-day operations and reports to Anthropic's board. Dario's only direct report is Anthropic Chief of Staff, Avital Balwit. This is unusual in the tech sector, where many leaders are eliminating layers of management and widening spans of control.
President Donald Trump plans to soon hold a meeting with the top 12 or 15 executives in the AI industry to discuss the idea of companies giving something back to the public. This may involve providing the US with stakes in AI businesses that could be given to the public. It is unclear how such an arrangement would work or when such a meeting will take place. While AI has the potential to create significant wealth, it could destroy many jobs, leading to a series of unusual ideas on how to relieve pressure on the companies responsible for those job losses.
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.
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.
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.
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.
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.
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.
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.
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 [16]: TLDR1MO
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.
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.