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THE AGENT STACK BET

Most 'production agents' shipping today feature custom plumbing, fragile session logic, shared service accounts, and weak security models. While models and tools have gotten dramatically better, there is a stack ceiling that is quietly creating a governance and reliability gap that agentic systems can't grow through. The current stack has excessive agency, with agents leaving a trail of corrupted state behind them. This article suggests four architectural bets teams should consider to move to the next generation of agentic systems.

OUTPUT ISN'T DESIGN

Many people mistake design as the act of producing something. However, the hard part of design is actually understanding the problem enough to know what and how something should exist at all. There is use and place for tools, but the tools aren't part of the design process. Design is the search for a good fit between a form and its context. Good design considers human needs, technical constraints, conflicting requirements, habits, edge cases, and easy-to-miss relationships that require time to identify.

INSIDE NOTION

Notion is a company built on ideology, brand, and community rather than technical edge. The company's software gives users blank pages they can customize with modular blocks into whatever they want. Notion became the canonical product-led growth company after it first took off in 2018, propelled by brand ambassadors, influencers, and fandoms across social media. This article explores how the company works and how it became one of the top 10 most-used AI products in the world, despite not being 'AI-native'.

META TARGETS 20 MAY FOR 8,000 LAYOFFS AS IT REDIRECTS BILLIONS TOWARD AI INFRASTRUCTURE

Meta plans to cut approximately 10% of its workforce starting on May 20. The layoffs will hit teams across Reality Labs, the Facebook social division, recruiting, sales, and global operations. The restructure is being driven by a reallocation toward AI infrastructure spending. Teams will be reorganized into AI-focused 'pods' under Superintelligence Labs.

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ON DWARKESH PATEL'S PODCAST WITH NVIDIA CEO JENSEN HUANG

Most CEO interviews are generally self-serving, and they can be unreliable narrators, but Jensen Huang is usually not like that.

VERCEL CONFIRMS BREACH AS HACKERS CLAIM TO BE SELLING STOLEN DATA

Vercel, known for developing Next.js, says a limited subset of its customers have been affected by a security breach that involves unauthorized access to certain internal Vercel systems.

THOUGHTS AND FEELINGS AROUND CLAUDE DESIGN

Unlike Figma Make, Claude Design is HTML and JS all the way down.

PGQUE

PgQue is a zero-bloat Postgres queue that only requires one SQL file to install.

‘FITBIT AIR' IS A SCREEN-LESS WHOOP COMPETITOR DEBUTING WITH ‘GOOGLE HEALTH' SUBSCRIPTION

The 'Air' moniker likely refers to a thinner design that allows users to wear the device all day.

ROBOTS BEAT HUMAN RECORDS AT BEIJING HALF-MARATHON

The winning runner at a Beijing half-marathon for humanoid robots finished the race today in 50 minutes and 26 seconds.

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ANTHROPIC RELEASES CLAUDE OPUS 4.7, NARROWLY RETAKING LEAD FOR MOST POWERFUL GENERALLY AVAILABLE LLM

Anthropic has released Claude Opus 4.7. The model scores higher on key benchmarks than its direct rivals in some categories. It is a specialized powerhouse optimized for reliability and long-horizon autonomy. The model is available across all major cloud platforms, with API pricing at $5/$25 per million tokens.

MACBOOK NEO SELLS OUT FOR APRIL AS DEMAND FOR APPLE'S $599 LAPTOP OUTPACES SUPPLY

The earliest deliveries for new MacBook Neo orders from Apple are now in May. Apple is selling the $599 laptop faster than it can produce them. Inventory quickly sold out after launch, and Apple hasn't caught up with demand. Some Apple retail store locations may still have units available.

OPENAI STARTS OFFERING A BIOLOGY-TUNED LLM

GPT-Rosalind is a large language model developed by OpenAI specifically trained on common biology workflows. It is able to access major public databases of biological information. The model can suggest likely biological pathways and potential drug targets. It has been tuned to be more skeptical so it can tell users when something is a bad drug target. Access to the model is limited to selected US-based entities via OpenAI's trusted access deployment structure.

PHYSICAL INTELLIGENCE, A HOT ROBOTICS STARTUP, SAYS ITS NEW ROBOT BRAIN CAN FIGURE OUT TASKS IT WAS NEVER TAUGHT

Physical Intelligence, a San Francisco-based robotics startup, has published new research showing that its latest model can direct robots to perform tasks they were never explicitly trained on. The new model, called π0.7, is an early but meaningful step towards a general-purpose robot brain. The model still can't execute complex multi-step tasks autonomously from a single high-level command, but it can be verbally coached to perform new tasks without additional data collection or model retraining. It is still in a research phase and not yet ready to be deployed as a product.

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HYPERFRAMES

Hyperframes is an open-source video rendering framework that can create, preview, and render HTML-based video compositions. It has first-class support for AI agents. The CLI is designed for agent-driven workflows and is non-interactive by default. Videos can be rendered to MP4 locally or in Docker.

UPDATES AND ANNOUNCEMENTS

Cloudflare just dropped a series of announcements for Agents Week 2026. Cloudflare is building a unified inference layer for agents that will let developers call models from over 14 providers. Cloudflare's Email Service, which allows users to send, receive, and process email natively with agents, is now in public beta. Artifacts is a Git-compatible versioned storage built for agents.

PROBABILISTIC ENGINEERING AND THE 24-7 EMPLOYEE

THE CLIP ECONOMY

Clips - snippets of long-form content - have taken over the entire media ecosystem. TBPN, a podcast recently purchased by OpenAI for $200 million, only draws in around 7,000 views per episode. However, the average TBPN clip receives around 257,000 views. TBPN bakes ads directly into its clips, which helped it generate $5 million in revenue last year. Clips are now the main product for a lot of media, rather than a byproduct.

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NETFLIX CHAIR REED HASTINGS TO LEAVE BOARD IN JUNE

Netflix Chair Reed Hastings has decided not to stand for re-election so he can focus on philanthropy and other pursuits.

WRITE BROKEN COMMITS FOR BETTER REVIEW

Intentionally broken code can lead to better outcomes.

STOP COMPARING PRICE PER MILLION TOKENS: THE HIDDEN LLM API COSTS

Token price is misleading, token efficiency varies by content type, and OpenAI has the most efficient tokenizer.

ANDROID CLI: BUILD ANDROID APPS 3X FASTER USING ANY AGENT

Google has released a new collection of tools designed to eliminate the guesswork of core Android development workflows when developers direct agents' work outside of Android Studio.

NEW UNDERSEA CABLE CUTTER RISKS INTERNET'S BACKBONE

China's new cable-cutting technology can reportedly cut subsea cables at depths of up to 13,123 feet.

LARAVEL RAISED MONEY AND NOW INJECTS ADS DIRECTLY INTO YOUR AGENT

A PR in Laravel Boost introduces a change that tells agents they should use Laravel Cloud to deploy projects.

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MUSK ASKS SUPPLIERS TO MOVE AT ‘LIGHT SPEED' ON NEW CHIPMAKING PLAN

Elon Musk's Terafab team has reached out to chip industry suppliers for price quotes and delivery times for a variety of chipmaking gear. The outreach suggests Musk is continuing with the project in the face of scepticism from the semiconductor industry. Musk's representatives have asked for speedy price estimates while providing minimal information about the products to be made. The project is offering to pay a considerable amount above quoted figures if suppliers give Terafab priority.

SIRI ENGINEERS SENT TO AI CODING BOOTCAMP AS APPLE PREPARES TO DELIVER SIRI OVERHAUL

Apple is sending a large portion of its Siri engineers to a multi-week bootcamp on learning how to code with AI. Around 60 members of the Siri development team will continue working on Siri, with another 60 evaluating how the assistant is performing. Apple is expected to unveil a smarter, more capable version of Siri in two months at WWDC. The new Siri is under testing to ensure it meets Apple's safety standards and can interpret and execute commands from users.

ARTEMIS II WAS A BLOCKBUSTER. LANDING ON THE MOON WILL BE A LOT HARDER

The Artemis III mission next year will help NASA and its contractors set up an attempt at one or more visits to the moon in 2028. Both SpaceX and Blue Origin have run into delays in developing spacecraft for the missions. A landing operation with astronauts within the next few years may not be achievable. Both companies have key tests coming up that will inform their lunar work and vehicles.

FRONTIER SYSTEMS FOR THE PHYSICAL WORLD

The paradigm is shifting to robot learning, autonomous science, and human-machine interfaces. These are not entirely separate efforts and thematically form a group of emerging frontier systems for the physical world. They share common technical primitives and are mutually reinforcing in ways that create compound dynamics across domains. These domains create a structural flywheel for extending AI into the physical world. This post looks at the technical primitives underlying these domains and examines why they present frontier opportunities.

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OPENAI UPDATES ITS AGENTS SDK TO HELP ENTERPRISES BUILD SAFER, MORE CAPABLE AGENTS

OpenAI has introduced a number of new features designed to help businesses create their own agents using its agents software development toolkit. This includes a sandboxing ability that allows agents to operate in controlled computer environments. There is a new in-distribution harness for frontier models that allows agents to work with files and approved tools within a workspace. The new features are designed to allow users to build long-horizon agents on their own infrastructure.

INTRODUCING XATA OSS: POSTGRES PLATFORM WITH BRANCHING, NOW APACHE 2.0

Xata is a cloud-native Postgres platform with fast branching, scale-to-zero functionality, 100% vanilla Postgres, and all the production-grade requirements. It can be used to create preview and testing environments quickly and with real data, and as a fully-managed PostgreSQL service to run the production database. The core Xata platform is open-source under the Apache 2 license.

SNAP TO CUT 16% OF WORKFORCE AS IT SEEKS PROFITABILITY

Snap plans to cut around 1,000 jobs from its full-time workforce and close more than 300 open positions. The company is facing pressure from investors over its struggles for profitability. The cuts will enable Snap to increase efficiency and pursue profitable growth. Snap now projects that its total revenue will increase by 12% in the first quarter.

WHY CHATGPT CITES ONE PAGE OVER ANOTHER (STUDY OF 1.4M PROMPTS)

ChatGPT is an aggressive editor. It favors its general search index, uses semantic similarity to select and cite sources, and treats Reddit like a textbook. The pages that get cited are the ones whose titles and content match the questions ChatGPT is asking behind the scenes, and that surface through the right retrieval channel.

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STRUGGLING SHOE RETAILER ALLBIRDS MAKES BIZARRE PIVOT TO AI, ADDS $127 MILLION IN VALUE

Allbirds, a shoe retailer, is pivoting its business to AI compute infrastructure and will change its name to NewBird AI.

HOW ELON MUSK PLANS TO BYPASS THE ASML BOTTLENECK TO BUILD TERAFAB

TERAFAB's strategy relies on raw scale and vertical integration.

FISSION IMPOSSIBLE: UNCLE SAM WANTS NUCLEAR REACTORS IN SPACE BY 2031

The US Office of Science and Technology Policy has published an initiative to develop low- to mid-power space reactors in orbit and on the lunar surface.

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TLDR's Applied AI team is tasked with making every process at TLDR legible to code, runnable by anyone, and composable into larger workflows. Join a small, fast moving team using the latest AI tools with an unlimited token budget. Learn more [21].