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SEO should operate like a product function, with the authority to coordinate engineering, content, and long-term roadmap work. AEO belongs with the brand because AI visibility depends less on technical optimization and more on reputation, authority, narrative, and what the broader internet says about the company.
Inference costs are becoming a major threat to AI product margins, and traditional SaaS metrics do not isolate the problem quickly enough. The Inference Efficiency Ratio helps teams measure AI revenue against token spend, spot inefficient usage, and protect margins through better pricing, routing, caching, and launch gates.
OpenAI's Symphony points to a future where product teams manage agents through task queues instead of manually prompting models.
The real test for foundation labs is whether they can become durable, cash-generating businesses rather than capital-hungry revolutionary bets.
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Apple is exploring ways to incorporate AI agents into the App Store while still adhering to its privacy and security standards. AI agents can take complex actions on behalf of users, which can be an issue for Apple's strict regulations, which are designed to prevent apps from spreading malware, avoiding App Store fees, and committing other misbehavior. Providing better support for agents will help Apple protect a revenue stream while providing key privacy and security guarantees to users.
Amazon is making Alexa the centerpiece of its AI shopping strategy. Alexa for Shopping is an e-commerce bot that can answer queries and take actions on behalf of users. It uses shopping history and other data to provide a personalized AI shopping experience. The feature is available without a Prime membership. Amazon is discontinuing its standalone Rufus chatbot.
Fervo Energy is building a commercial geothermal plant in Utah and is planning others across the West. Tech companies are hunting across the country for energy to fuel the AI boom, powering tens of billions of dollars into solar energy, batteries, natural gas power plants, and new kinds of nuclear power plants. Geothermal energy can produce electricity without any planet-warming emissions while operating 24 hours a day. Fervo raised $1.89 billion in an initial public offering this week, a real signal of confidence in the industry.
Vada Space Industries, a private space company, has announced a significant new collaboration with the United Therapeutics Corporation to explore the use of microgravity to develop improved treatments for rare lung disease. The companies plan to use microgravity's influence on the structure and crystallization properties of therapeutic compounds to improve their stability and delivery. This is the first time a large, publicly traded company is using capital from its own balance sheet to build and produce a product in microgravity. Up to now, NASA has subsidized much of the research into the impact of microgravity on drug development.
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Most teams assumed off-the-shelf MCP would replace the need for a context layer. It hasn't. MCP defines how tools talk — not what they know. Glean's benchmark tested both head-to-head: off-the-shelf MCP used 30% more tokens, and Glean was preferred 2.5x on agentic tasks. An enterprise knowledge graph changes what your AI can do.
The Notion Developer Platform enables developers to write code to sync any data and build any agent tool. It supports all popular agents and custom agents. Developers can trigger Notion workflows from anywhere and use Notion Agents in any app. Notion has created a collection of agents from companies like Ramp, Clay, and Vercel for anyone to use.
Anthropic is leading in spend despite a higher unit price, while Google leads in volume. Open source models are gaining traction, but there is no loyalty to specific labs. OpenAI's spend share is growing quickly after its recent model update. Agentic workloads are carrying 59% of all token volume.
Safari and Firefox change how some sites are rendered based on the domain. Sites like TikTok, Netflix, and Instagram get special treatment. This happens because these browsers are playing catch-up when it comes to Chrome feature updates, and this means using quirks and workarounds until they reach feature parity. The resulting loop keeps Chrome dominant as users switch to Chrome for a better experience.
Video streaming reshaped how operators planned capacity as people started caring about downstream speed. AI is now changing upload needs. AI use is generating upstream traffic that didn't exist at scale just a few years ago. Cloud sync has become the dominant upstream category. The old asymmetric broadband model of fat downstream and thin upstream was engineered for passive consumption - that model is finished.
LinkedIn is cutting roughly 5% of its staff.
Incumbents are making an implicit bet that the data layer will remain the source of value.
@cline/sdk is an open-source agent runtime that ships with agent teams and subagents natively.
Claude for Small Business connects Claude to common business tools to run workflows across finance, operations, sales, marketing, HR, and customer service.
Anthropic has received investment offers in recent months valuing it at more than $900 billion - OpenAI raised $122 billion at a $852 billion valuation earlier this year.
Blue Origin is aiming for up to 12 launches this year, but it has a long-term goal of hitting 100 launches a year.
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Anthropic launched Claude for Small Business, a package of connectors and workflows that embeds Claude into tools like QuickBooks, PayPal, HubSpot, Google Workspace, and Microsoft 365.
Recursive Superintelligence has raised more than $650 million at a valuation of more than $4 billion to build AI that can improve itself with little or no help from human developers. Its seven co-founders include notable researchers from many of the industry's leading AI companies. Many of these researchers specialize in AI systems that can run for long periods in pursuit of goals. While the researchers are bullish on the idea of AIs recursively improving themselves, the current technology is a long way from the point where humans can be removed from the loop.
Cerebras raised $5.5 billion in its US IPO at a market valuation of about $40 billion. This was the largest IPO this year so far. The IPO drew orders for more than 20 times the number of shares available. The offering was led by Morgan Stanley, Citigroup, Barclays, and UBS.
Anthropic has passed OpenAI in business adoption. More businesses used Anthropic than OpenAI in April. Anthropic has quadrupled business adoption over the last year, while OpenAI grew business adoption by only 0.3%. The pace of development in the AI industry is overriding the typical forces of vendor stickiness.
Superstar researchers at frontier labs can earn over a hundred times more than the average AI postdoc. Researcher quantity doesn't easily make up for quality in the field of AI. Even a 2x researcher can earn far more than the median because their contributions easily scale to billions of users. If they can add something that multiple 1x researchers can't, then it's worth paying a lot to capture it.
OpenAI detailed the engineering behind Codex's Windows sandbox, which constrained local commands, file access, and networking permissions while still allowing coding agents to operate effectively on developer machines.
Vercel analyzed seven months of AI Gateway production traffic spanning hundreds of models and over 200,000 teams. The report showed rapid growth in agentic workloads, increasing adoption of open-source models, and heavy multi-model routing in large-scale deployments.
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@cline/sdk is an open-source framework for building agentic applications. It has a plugin architecture that makes it easy to customize, and the framework has all the features expected from agents, like checkpoints, web fetch, MCPs, cron jobs, subagents, and more. The SDK can be used to run agents from CI/CD pipelines, create automations for end-to-end workflows, or embed agents directly inside products.
PyTorch 2.12 shipped major infrastructure updates including faster CUDA eigendecomposition, a unified graph capture API, MX quantization export support, and fused Adagrad optimizers.
Krishna Rao, Anthropic's CFO, joined the company two years ago when run-rate revenue was about $250 million. It is now $30 billion. Rao helped raise around $75 billion and is responsible for the procurement and allocation of compute. This post links to an interview with Rao where he discusses compute, raising funds, pricing dynamics, how Anthropic's finance team uses Claude, Mythos, biotech and healthcare, and much more.
Microsoft's MDASH AI system uses more than 100 specialized AI agents to work together across multiple AI models to find real-world software vulnerabilities. A set of agents scans code for potential vulnerabilities, and then a separate group of agents debates whether each finding is real and exploitable. A final stage constructs proof-of-concept attacks to confirm the bugs exist. MDASH surpassed Anthropic's Mythos model on the CyberGym benchmark, a test that measures how well AI systems can reproduce real-world vulnerabilities.
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The model, which will be announced at Google's annual I/O conference on Tuesday, will roughly be on par with GPT-5.5.
AutoScientist helps models learn specific capabilities quickly by using an automated approach to conventional fine-tuning.
DeepSeek V4 Pro scored 77/100 on the FlowGraph spec for $2.25 and lands between Opus 4.7 and Kimi K2.6 in terms of performance.
Paid Claude plans will be able to claim a dedicated monthly credit for programmatic usage starting on June 15.
This post contains a video of Alex Wang's first interview since he started working with Meta.
Instagram is globally launching Instants, a new disappearing photo feature inspired by Snapchat and BeReal that focuses on authentic sharing among close friends and mutual followers. Users can only capture unedited photos with Instagram's in-app camera, with each Instant viewable once for 24 hours before disappearing. The feature marks Meta's push to bring Instagram back toward more casual, private interactions, though it arrives as many users already rely on Stories for quick updates.
Apple has quietly acquired Patchflyer, the company behind the popular browser-based color grading app Color.io, further signaling that its new Creator Studio ecosystem is a major priority. The acquisition follows Apple's recent purchases of Pixelmator and MotionVFX, suggesting the company is actively building a stronger suite of professional tools for video creators, photographers, and filmmakers across apps like Final Cut Pro and potentially even the iPhone camera system.
Amazon has launched Alexa for Shopping, a new AI-powered assistant integrated into the Amazon search bar and powered by Alexa+. Replacing Rufus, it offers personalized recommendations, shopping guides, price tracking, recurring orders, and even the ability to purchase products from other online retailers using Amazon's “Buy for Me” feature. Available across mobile, desktop, and Echo Show devices, the assistant is designed to learn customers' habits over time and automate parts of the shopping experience as Amazon continues expanding its AI-powered commerce tools.
Designers represent only 0.25% of the US workforce, making them extremely rare, with most companies handling design poorly or not at all. New AI design tools like Claude Design aren't replacing professional designers but rather raising the design quality floor for businesses that never would have hired designers. For actual designers, this creates more leverage and opportunity since raising the floor doesn't limit their ceiling - their expertise and taste remain irreplaceable advantages.
Claude Code writes directly to Figma via Figma MCP but ignores design system governance, using raw hex values and improvised components instead of tokens and library instances. To fix this, the author built four Claude Code Skills — Preflight, Reference Interpreter, Component Rules, and Style Binding — that enforce design system compliance at every layer before and during canvas construction. The same tool can then shift roles: acting as a strict design assistant when iteration matters, or a fast prototyper when speed takes priority.