Analysis
Opinion, explainers and guides from people worth reading.
VideoBuild with Perception Agents — Emile Baizel & Shruti Arora, Amazon AGI Lab
A coding agent says it added a duck icon to a podcast page; a browser verification pass checks whether the change actually appeared.

AI agents overstate their results and remain far from autonomous research, study finds
Epoch AI and Anthropic independently found the same thing: current AI models like GPT-5.6 Sol and Claude Fable 5 can run experiments but lack scientific self-criticism and genuine creative thinking.
Fully local conversational AI: Whisper + Hermes 8B + Kokoro, zero cloud, running inside a plush toy
A conversational AI plush toy where nothing leaves my network.
Claude Dashboards & Motion
Ask Claude for live dashboards and animated explainers
VideoWhat Most People Get Wrong About Evolution | Akarsh Kumar
A lot of people in AI treat evolution as a dumb fallback, basically random search for when you can't take a gradient.
I expect rapid progress but not towards general superintelligence
I’ve often been surprised when I hear from top researchers in industry that they think AI will be better than them at their job in a few years, and I didn’t really know why I doubted it.

I built a free anime character & prompt library for AI art creator
I'm an AI art creator, and for a while now I've been wanting a better way to organize character prompts, find inspiration, and experiment with different scenes without having to dig through a bunch of different sources.

She Designed Meta’s New AI Logo. Then Came the Hate
Jessica Hische knew working for Meta might upset some people.
We’re putting too much faith in AI’s ability to say no
Ever since people first seriously contemplated giving machines an intelligence modeled on our own, there has never been any question that they would, like us, be able to say no.
5 Steps to Create SimReady Assets for Robotics with Frontier AI Models
Preparing CAD assets for robotics simulation requires more than converting geometry to OpenUSD: developers must configure and validate materials, collision...Preparing CAD assets for robotics simulation requires more than converting geometry to OpenUSD: developers must configure and validate materials, collision geometry, joints, and other physics properties before testing robot behavior.

The U.S. Nuclear Plant Fleet Is Leaning Into AI
If there is any place that would be off-limits to AI, the control room of a nuclear power plant certainly sounds like one.

Danu Robotics’ fight to build a better recycling robot
For six years, Danu founder Amy Ma has been working on a better way to sort recyclable waste.
The Machines that Make the Machines
However, the process of assembling GB300 trays requires skilled physical labor in factories across the world.
AI breakthroughs in robotics won’t change your life any time soon
This would be Tesla’s Optimus, an AI-powered humanoid robot that Elon Musk, the company’s CEO, believes will be “not just Tesla’s biggest product ever, but probably the biggest product ever,” headed to work on factory floors and, later, in our homes.
Building a safer path to autonomous industrial AI
Industrial AI is entering a new phase.

These Researchers Made AI Drive a Toyota Corolla to Get In-N-Out
Three engineers put GPT, Claude, and Grok in charge of a real car.
FloorGen
Draw the house, or just ask.

Master AI Chip Principles With New IEEE Design Program
Today’s engineers face an unprecedented acceleration in AI hardware complexity, as explained in the recent research article “Revisiting Edge AI: Opportunities and Challenges.” The article examines the rapid growth of edge AI and the challenges it creates, including resource constraints, model architecture limitations, and network demands across edge-AI deployments.
VideoGame of Thrones: Turing Edition | Akarsh Kumar on Core War
Akarsh Kumar wanted to see what would happen if you used LLMs to evolve small assembly programs that compete against each other.

Attempts to Keep Humans in the AI Loop May Actually Push Them Out
A crucial safeguard against AI agents going rogue—keeping humans in the loop to review and approve their decisions—will fail unless designers and users change their current practices, a trio of leading AI ethics researchers argue.
Bringing predictive analytics to the agentic AI era
In 2026, the question for enterprise AI is no longer whether predictive models can outperform statistical forecasts—that argument is settled.
VideoLife as it could be | Akarsh Kumar on Artificial Life
Akarsh Kumar on searching for artificial life with foundation models.
Museum of Models
Every answer 371 AI models gave to the same questions
EmTech Future 2026: When AI Meets Everything
Yossi Matias, Vice President & Head of Google Research, explores how AI is beginning to reshape biology, infrastructure, manufacturing, and science, and why its greatest impact may come when it intersects with other fields.
Ghost Core
A personal AI computer that runs entirely on-device