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OWNING VS. RENTING INTELLIGENCE

Companies that rent intelligence remain vulnerable to decisions beyond their control.

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APPLE'S NEW CEO MUST REBUILD A DESIGN TEAM THAT LOST ITS WAY

Apple's industrial design organization used to be the heart and soul of the company. Today, the organization no longer has a true seat at Apple's executive table. It has become a place where other teams come to get what they need before promptly leaving. This article tells the story of the group's decline, its impact on the company, and Apple's plans to restore the design studio's prowess.

TESLA PLANS TO SELL MODULAR AI DATA CENTER HARDWARE CALLED ‘MEGAPOD'

Tesla has filed a trademark application for a product called 'Megapod'. The filing describes a complete, self-contained computing system for AI workloads. The product appears to be a turnkey AI data center building block that includes the full rack-and-room of servers, networking, power, and cooling. It would compete with Nvidia's already dominant platform.

THE UNIVERSE JUST WANTS TO LEARN

DNA doesn't do anything by itself. The information only becomes something when an enzyme unzips the helix and copies a stretch into messenger RNA, after which its instructions are decoded to create chains of amino acids. Similarly, the weights of a neural network don't mean anything on their own. They only become meaningful during the forward pass, activated during inference. In both cases, a passive informational substrate is brought to life only by a process outside of it.

FOUNDERS FUND'S OUTLIER BET ON HUMANELY KILLED FISH

Shinkei is a startup that makes a refrigerator-sized robot that scans fish with computer vision, identifies the species, locates the brain, then pierces the brain and severs the gills so the fish dies before it can thrash or suffocate. The system prevents the fish from experiencing a slow death, which floods the meat with stress hormones and lactic acid, dulling the flavor and shortening shelf life. The process delays decomposition long enough for the flesh to be safely aged for days or longer before it is served. The aging period gives top-tier sashimi its concentrated, umami-heavy flavor.

WHEN IT'S THE MAINTAINER WHO'S AI-PILLED

A well-supervised agent can offer dramatic speedups when paired with someone who cares about software, cares about the craft, and has specific goals they want to achieve. They can be used to significantly speed up the PR process. Agents can turn open issues into prompts, generate solutions, edit the output to meet standards for mergeability, and then commit as soon as it's ready, all on their own. This means issues can be fixed just hours after being identified.

DON'T RELY ON INSTRUCTIONS, USE AGENT HOOKS TO ENFORCE GUARDRAILS

Agent Hooks allow developers to interject themselves into an agent's workflow while they are doing work rather than after the work is done. They can stop agents from ignoring rules. This means agents can be used for deterministic checks that work 100% of the time. This article discusses how to create two agent hooks: one that ensures agents never use an 'input' tag directly, and another that ensures agents never claim work is done while tests are still failing.

BONUS, FULLY REMOTE)

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 [15].

SECRETIVE WALL STREET POWERHOUSE JANE STREET SEIZES THE AI SPOTLIGHT

Jane Street is looking to hire more than 500 employees this year. The previously secretive firm is starting to edge more into the spotlight to catch the attention of AI startups and talent. It is aiming to become a major AI investor and supercharge its trading with the technology. Jane Street is eager to make new AI investments and deals for computing power.

THE FLAT CURVE SOCIETY

Anthropic claims that AI model intelligence has become dangerous. AI will continue to grow exponentially in capability, but most people will stop seeing progress. Only a few will have access to superintelligence above the classes of models seen this year. Open models are not likely to improve past Fable class due to huge compute requirements and government lockdowns.

development. Explore how to standardize AI-driven development

BIG TECH ENGINEERS NEED BIG EGOS

The most effective engineers are simultaneously high-ego in some situations and surprisingly low-ego in others.

ABOUT THOSE "HACKQUISITIONS"...

Google paid $2.7 billion to bring Noam Shazeer back to the company, just for him to leave for OpenAI in less than two years.

WHY AMAZON HATES 'HUMAN-IN-THE-LOOP' AI GOVERNANCE

Humans aren't consistent, they make mistakes, and their performance drops over time.

LIGHTHOUSE AGENTIC BROWSING SCORING

The Lighthouse Agentic Browsing category evaluates how well sites are constructed for machine interaction through a set of deterministic audits.

TRUMP SAYS HE NO LONGER VIEWS ANTHROPIC AS A NATIONAL SECURITY THREAT AFTER G7 MEETING WITH CEO

The restrictions on Anthropic have yet to be formally rescinded, and Anthropic has not publicly indicated whether it plans to modify its guardrail policies.

PRELIMINARY THOUGHTS ON THE MIDJOURNEY SCANNER

The technology is cool, but it likely isn't useful for most current serious medical applications.

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SAKANA FUGU

Sakana Fugu is a multi-agent system that behaves like a single model. Fugu can decide whether to handle requests directly or coordinate a team of expert models. It manages model selection, delegation, verification, and synthesis. Users simply call one model, and a coordinated system of experts does the work. Sakana Fugu and Fugu Ultra are available today through a single OpenAI-compatible API.

INCEPTION LABS' MERCURY 2 AI BEATS GOOGLE'S DIFFUSIONGEMMA AT ITS OWN GAME

Mercury 2 is a reasoning language model that generates about 1,000 tokens per second. It uses diffusion, the same trick that turns static into a photo in image generators like Stable Diffusion. The model is best for speed-sensitive, high-volume parts of workflows rather than the hardest frontier reasoning. It is only available via API/cloud.

NOBEL LAUREATE JOHN JUMPER IS LEAVING DEEPMIND FOR RIVAL ANTHROPIC

Nobel laureate John Jumper is leaving DeepMind for Anthropic after nine years. Jumper, who co-led the AlphaFold team, won a Nobel Prize for predicting protein structures. His departure follows struggles at DeepMind in selling coding tools to businesses.

AI PAUSES

Claude Fable 5 and Claude Mythos 5 were shut down by the White House via an imposition of export controls. The Trump Administration said it was due to a jailbreak of Fable - this turned out to just be saying 'fix this code'. Anthropic has been told to fix this 'jailbreak', which is impossible. It's now been over a week since the pause in deployment and the situation has yet to improve.

AUDITING DIFFUSIONGEMMA TRANSPARENCY

A transparency audit found that DiffusionGemma remained similarly monitorable to Gemma despite its diffusion-based architecture. The analysis highlighted a gap between variable transparency and algorithmic transparency, and explored phenomena such as non-chronological reasoning, token smearing, and intermediate-context reasoning.

OPTIMIZING MODELS TO BE FAST AT CODEGEN

Morph LLM optimizes open coding models by training a drafter on coding output, not the internet, for faster speculative decoding, achieving a 3.07x speedup. Autoresearch automates kernel tuning for low-demand GPUs like NVIDIA and AMD, enhancing warp-decode kernels to reach 162 tok/s on affordable hardware. Interconnect over PCIe replaces expensive NVLink using custom kernels, maintaining performance by sharing caches via TCP, cutting time-to-first-token by 84%.

FROM PROMPTING AGENTS TO LOOP ENGINEERING

AI coding workflows are shifting from prompt engineering to loop engineering, where developers build systems that repeatedly prompt, evaluate, and re-prompt agents until a measurable goal is achieved.

NVIDIA'S AUTONOMOUS ROBOTICS RESEARCH

NVIDIA ENPIRE is a closed-loop framework that enables coding agents to iteratively improve real-world robot policies through automated resets, evaluation, verification, and refinement.

BONUS, FULLY REMOTE)

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 [18].

A VIRAL DOOMSDAY SCENARIO AIMS TO SHAKE EUROPE OUT OF ITS AI COMPLACENCY

A speculative thought experiment called Europe 2031, penned by Brussels-based thinktankers, paints a picture of a world where Europe's lack of investment into datacenters results in it being far behind the US and China. The lack of investment results in Europe's economy being in shambles as it lacks its own AI. In this world, populism is surging, the Euro is wobbling, and cyber-attacks are shredding EU businesses. The scenario was read by members of the European parliament and brought up in discussions between British and German officials last week.

NOTES ON THE INDUSTRY JOB SEARCH

A large part of the job search journey involves managing all of the emotions that come with being on the market. There's a lot of social perception to navigate. It can be stressful navigating a huge decision space with incomplete information where small choices have an outsized impact. This post takes a look at what the job search experience is like right now.

THERE IS MINIMAL DOWNSIDE TO SWITCHING TO OPEN MODELS

New safeguards on recent models make the idea of running open models on private machines much more appealing.

LLMS ARE COMPLICATED NOW

Attention might be all you need, but modern models use many different variants of it.

AI ENGINEER CLAIMS TO HAVE CRACKED LINEAR A

Linear A is a Bronze Age writing system that appeared sometime around 1800 BC and was used until 1450 BC.

SOLVING AN ARD PROBLEM IN AI: AGENTIC RESOURCE DISCOVERY

Tech giants, including Google, Microsoft, and Cisco, are developing the Agentic Resource Discovery (ARD) protocol.

WHEN IDEOLOGY BECOMES SYSTEMIC RISK

Companies led by highly ideological founders eventually trigger resistance from regulators, investors, customers, and governments as their influence grows beyond traditional institutional controls.

APPLE MUSIC IN IOS 27 INTRODUCES NEW DESIGN CHANGES IN TWO KEY AREAS

iOS 27 introduces a refreshed design for Apple Music, with updated artist pages already available in the beta. Artist artwork now blends more seamlessly into the page, influencing the overall color scheme, while key controls such as play, favorite, and artist information are more prominently displayed. Featured content, including new releases or upcoming projects, is also given its own dedicated section. Apple has additionally confirmed that album pages will receive a redesign in iOS 27, although those changes have not yet appeared in the beta. The updates are part of Apple's broader effort to refine the Liquid Glass design language introduced in iOS 26, and the new album layouts are expected to arrive in upcoming beta releases.

A NEW ERA OF MIDJOURNEY

Midjourney has announced a medical imaging venture called Midjourney Medical, centered on a full-body ultrasound scanner that submerges users in water and produces MRI-quality 3D images in under 60 seconds. The technology uses half a million tiny sensor elements to send and receive ultrasonic waves, reconstructing detailed body composition maps through massive parallel computing. Plans include opening the first Midjourney Spa in San Francisco in 2027, scaling to over 50,000 scanners worldwide by 2031, with the stated ambition of preventing 30% of global deaths and halving healthcare costs through early detection.

ADOBE JUST MADE ITS BIGGEST AI PUSH YET, AND IT STRETCHES FROM PHOTOSHOP TO DISNEY WORLD

Adobe rolled out five AI initiatives in three days, including a Firefly AI Assistant now in public beta inside Photoshop, Premiere, Illustrator, and other apps, plus a custom generative model deal with Walt Disney Imagineering. A new Brand Visibility tool tracks how companies appear across AI platforms like ChatGPT and Copilot, drawing on nearly 300 million real-world AI search prompts from Semrush's database. Throughout all announcements, Adobe emphasized human creative control — a calculated stance toward its core audience of creators, 85% of whom say final decisions should always remain theirs.

IS APPLE'S FOLDING IPHONE TOO LITTLE TOO LATE?

Smartphones have become more powerful than ever, but many users no longer find new models particularly exciting. While modern iPhones offer major improvements in cameras, displays, and performance, recent generations have largely refined existing features rather than introducing transformative new experiences. A foldable iPhone could provide a fresh design and renewed excitement, but foldable phones are no longer a novel concept, having been available from other manufacturers for several years. At the same time, the technology industry's focus has increasingly shifted toward AI and software capabilities rather than hardware design. As a result, the real challenge for Apple may not be building a compelling foldable device, but convincing users that new hardware can be as revolutionary as the software and AI innovations now driving the tech conversation.

SPEAKING THE LANGUAGE OF COLOR

Color is a deeply psychological language tied to emotion, culture, and nature — meaning brands must choose hues deliberately to communicate their identity. Airbnb's 2014 shift from baby blue to salmon pink, for example, signaled humanity and warmth, while Brat Green captured authenticity and bold spirit in Charli XCX's 2024 cultural moment. For 2026, Pantone named Cloud Dancer — a soft, balanced white — as Color of the Year, reflecting a collective desire for calm, clarity, and respite from an overstimulating world.

BUILDING A DESIGN SYSTEM SPECCED FOR ENGINEERS AND AGENTS

Evil Martians partnered with Currents — a test observability platform — to address UI inconsistencies caused by AI-assisted coding without a design foundation, delivering a full design system in seven weeks. The audit, completed in roughly a third of the usual time with LLM assistance, uncovered 236 unique colors, two competing font systems, and multiple redundant icon libraries across 791 files. The resulting system — covering typography, icons, colors, and spacing — was deliberately built to be readable by both engineers and AI agents, removing the need for a designer in day-to-day decisions.

DESIGN DNA FOR AGENTS

/taste turns any URL into a complete design context for your AI agent. Design Map, Taste DNA, and the reasoning behind every choice.

SHIP MORE. WRITE LESS

Notra turns shipped work into changelogs, launch posts, marketing assets, and social updates in your voice.