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The Shovel Sellers Are Winning
Samsung just posted record quarterly profit, up 782% year over year, and its stock still fell. In the same week, OpenAI's annualized revenue reportedly shrank from a reported $70 billion to "approaching $50 billion." The money in AI is migrating upstream, from the model makers to the chip, memory, and power providers. This cycle's winners may be the people selling shovels, not the ones digging for gold.Read All
KuCoin 5.0 Brings Equity Markets, Unified Margin and an AI Assistant Into One App
KuCoin has launched KuCoin 5.0, a platform-wide upgrade spanning compliance, technology, assets, experience, AI and wealth management. The Unified Trading Account puts spot, margin and futures into one shared pool of funds, margin and risk management for users at VIP1 and above. The Kia AI Assistant becomes one entry point for questions, market insights, Earn, trading, support and campaigns, while reading page context to suggest next steps.
I Tried Using AI to Shop for a GPU. Here's What Actually Worked
A real US GPU search using MCP: irrelevant search results, retailer extraction, and a refurbished RTX 3090 listing checked against its source. Read All
What Is llms.txt, and Should You Add It to Your Website?
What goes in an llms.txt file, the rules worth following, and what it will and will not do for a small business site. Read All
I Tested PI-Desktop 0.16.1 on Linux: Here's What Worked and What Broke
A hands-on, measured test of the v0.16.1 "early preview" on Linux: a 165 MB AppImage, a 4.1k-token system prompt, one good subagent run and one Goal run that went wrong.Read All
Agent Graph Engineering, Part 1: The AI Agent Stack I Wish I'd Had Five Years Ago
The stack is Python, Pydantic AI for agents, LangGraph for the flow, chanx for typed streaming WebSockets and a generated frontend contract, OpenTelemetry into a trace store you own, pytest with a mocked LLM for fast tests, and real-model evals for regressions. Business logic stays in a separate service from the agent graph. The single idea holding it together: every boundary in the system is a declared, typed artifact rather than something you hold in your head.
Dyna-2: General Purpose Physical Agents with Hour-Long Autonomy — Jason Ma, Dyna Robotics
Watch along AIE NYC and join us at AIE CODE in SF next month! This episode includes a live demo of the Taku robot that is best enjoyed on YouTube. Last month, Dyna made waves by announcing Dyna-2, a world-action model pre-trained on one million hours of human video, claiming several new scaling laws on human data across four orders of magnitude. They have now followed up the model with a physical robot agent, Dyna-2.1, that has to be seen to be believed:
Decoding AI Dependence
5 Counter-Intuitive Truths About Your AI “Addiction” (And What the Research Actually Proves)
Seeing the Threat: Why Counter-UAS Needs an AI Brain That Detects Aerial Threats With Vision Alone
drones have become the next major threat in aerial warfare. One drone can achieve a lot of damage than expensive missiles. But the biggest threat is not one drone, it is coordinated large group of drones that can attack multiple targets at the same time and they are called swarm drones. While there are already emerging technologies, we need more advanced & AI-powered defene technologies. Read All
Gemini 4 Argon: Built to solve your hardest problems
We’re giving developers, enterprises, scientists, and consumers access to Gemini 4 Argon, our latest frontier model.
AWS Weekly Roundup: Prime Day 2026 by the numbers, Claude Haiku 5.5, Amazon Nova 2.5 Sonic, and more (October 13, 2026)
Some numbers are hard to picture until you sit with them for a moment. Last week we published the Prime Day 2026 metrics, and the one that stuck with me is 2.3 quadrillion: the daily requests Amazon ElastiCache peaked at during the event. Prime Day ran back in June, so this post always lands as
How Firmus went from Australia’s AI ‘fairytale’ to flop - podcast
It was supposed to be an Australian fairytale business story. But last Friday, everything fell apart. Business editor Jonathan Barrett speaks to Matilda Boseley about the hubris of Firmus’s founders and what this says about the future of the AI investment bubble
It’s not our job to fix our employers
Contents # I have a Patreon! Video Audio The full essay I have a Patreon! # I’ve been writing since the 1900s (technically the late 90s, but still) on the web, about the web, and, over the past twenty years or so, about software development and publishing. I’ve been here a while and am not going away. But I’d like to write more, make more videos and podcasts, and specifically look at the problems we have who are now outsiders in our own industries, whether that’s in software development or in publishing. For that, I’d like your help.
Why could the same AI rebuild a 16,000-line program without seeing its code, yet fail to customize a library for METR? The answer shapes what you hand it
Watch now (21 mins) | Are we developing a more general intelligence, or getting much better at producing extraordinary abilities that transfer unevenly?
Why AI Can Generate a Song but Struggles with Music Theory
Ben Morss is a Developer Advocate at Mistral. He previously spent 9.5 years at Google as a Product Manager for advanced APIs in Chrome and a Developer Advocate for the web. He earned a bachelor's degree in Computer Science and Music from Harvard University and a doctorate in Music Composition from the University of California at Davis. He continues to make music and write about music theory.
Think With Your Head. Unless You're a Robot
Where does a robot's intelligence live? Learn how edge AI, cloud inference, latency, jitter, and battery limits decide which robot decisions run locally. Read All
What Happens When Economic Growth No Longer Needs People?
AI rarely shows up as a layoff. It shows up as the job that never gets posted and the knowledge that never gets passed on. For Vietnam, a country that built its tech industry by being needed, that quiet break may matter more than any wave of firings.Read All
How to Fix One Detail on an AI-Generated 3D Model Without Losing the Rest
Meshy Edit is a mesh-editing model that allows users to change specific parts of a 3D model by selecting the area and describing the desired change in plain language. It handles three types of changes: adding, removing, and replacing parts, and can be used to fix mistakes or create variations of a model.Read All
Chen Goldberg (CoreWeave) on the AI loop, Forge and infrastructure for agents
Hey folks, a quick bonus episode! At CoreWeave's Fully Connected in San Francisco, a few minutes after she walked off the keynote stage, I sat down with Chen Goldberg, EVP of Product & Engineering at CoreWeave. We talked about Forge, the loop every AI engineer is running now (run, observe, curate, improve, evaluate), what carries over from the Kubernetes days to agents, and what breaks first when agents hit your infrastructure. Video below, and the audio is right here in your podcast feed. Enjoy! Subscribe now
Announcing AWS Lambda Web Functions
AWS Lambda Web Functions is a serverless compute primitive that runs your HTTP framework natively, delivering fast, consistent responses through multi-concurrent execution and automated global distribution.
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