AI 资讯
The value of code reviews - Why some bottlenecks are healthy
With increased adoption of AI, there is often an argument that code-reviews are now the new bottleneck. And I agree with this completely. Code-Reviews, especially the review you do yourself after AI has written your code, take time. But I would object to the notion that this is a bad thing. What is a bottleneck? A bottleneck is something that slows down the process. It becomes a point where work must get in a line, to pass through a narrow space. With the speed of AI producing code, code reviews become a bottleneck. But is having a bottleneck in the process always a bad thing? The value of slowing down I can only speak from my personal experience of developing software for roughly 7 years now. But in my experience, slowing down is not always bad. On the contrary, it can be very healthy. When you slow down, and take the time to really think about things, you often come up with insights that you would not have if you always rush through things. And these insights can be golden opportunities to change something for the better. Be that a subtle bug discovered, be that a design flaw addressed or something else - the list is long. But as British computer scientist Tony Hoare famously said: "There are two ways of constructing a software design: One way is to make it so simple that there are obviously no deficiencies, and the other way is to make it so complicated that there are no obvious deficiencies." But simplicity is hard "I would have written a shorter letter, but did not have the time." If it was Mark Twain or Blaise Pascal who said it is beside the point. The point is, there is a lot of truth in this quote. A writer of prose I know also confirmed what many senior software engineers know - to make something complex simple and easily comprehensible takes way more time and effort in the form of careful thought than it takes to leave it being complicated and hard to understand. AI is good at writing code quickly, yes. But is it also good at writing code which has high q
AI 资讯
LED Strip Tetris: Zero-Code Hardware Game with TuyaOpen + Claude Code Tutorial
I built an LED Strip Tetris game — without writing a single line of code. No keyboard mashing. No debugging at 2 AM. No reading 500 pages of datasheets. Just natural language prompts, an AI agent, and a Tuya T5 AI Core board. Here's the full breakdown of how it works 👇 🧩 What Is LED Strip Tetris? LED Strip Tetris is a DIY hardware game built entirely through natural language prompts using TuyaOpen IDE and Claude Code. It runs on a Tuya T5 AI Core development board with a WS2812 LED strip (72 LEDs) and three color-matched buttons — red, green, and blue. Colored LEDs fall from the top of the strip; players press the matching button to shoot a colored LED upward and eliminate the falling one on contact. The entire game — firmware, game logic, hardware wiring, sound effects, compilation, and flashing — was generated by AI. Zero manual coding. 🔌 The Hardware (Ridiculously Simple) Component Role Tuya T5 AI Core Board Main MCU — runs game logic, drives LED strip and buttons WS2812 LED Strip (72 LEDs) Display — colored LEDs fall and get eliminated 3 Push Buttons (Red / Green / Blue) Input — shoot matching color upward to clear falling LEDs Speaker Sound effects on button press That's it. No custom PCB. No complex wiring harness. Just four components plugged into a dev board. 🤔 Why This Is a Big Deal Here's what building a hardware game normally looks like: Step Traditional Approach Vibe Coding with TuyaOpen IDE Dev environment setup Install toolchain, configure SDK, fight dependencies Copy a workflow link, paste into Claude Code, click confirm Game logic Write C code from scratch, design state machines Describe the game in one sentence, AI generates the code Hardware config Read datasheets, look up GPIO mappings, manually configure Tell AI which pins you're using, it handles the rest Sound effects Write audio decoding code, integrate codecs Give AI the file path, it decodes and compiles Debugging Serial logs, oscilloscope, hours of trial and error AI self-diagnoses compile
AI 资讯
The Download: a nuclear landmark, and China eyes Nvidia chips
This is today’s edition of The Download, our weekday newsletter that provides a daily dose of what’s going on in the world of technology. Four nuclear reactors hit a big milestone in the US —Casey Crownhart I was really looking forward to July 4, and not just because I love a poolside barbecue. This year…
产品设计
I quite fancy a Slate EV in a Crayola crayon color
Slate's barebones EV trucks lack whimsy, which is why the company has teamed up with Crayola.
开发者
Epilogue SN Operator Review: Super Nintendo Fun
Provided you have a library of SNES cartridges, the SN Operator is a seamless plug-and-play system for easy ’90s nostalgia.
AI 资讯
Nandan Nilekani leaves GP role at Fundamentum as it launches $200M third fund
Nilekani remains Fundamentum's anchor investor as the firm expands its leadership team and targets AI and fintech startups in India.
开发者
How Open Source Enables Collaboration in Creating a Platform
A platform is a collaboration system: platform teams depend on application teams, and both need shared standards. Engineers trust a platform through its predictable behavior, not its features. Being an engineer is about problem-solving and being passionate about it. And being an engineer means sharing your passion for problem-solving. By Ben Linders
科技前沿
Dell 14S Review: Higher Price, Better Quality
The Dell 14S represents the new normal of laptop pricing, but it has the quality to back up its cost.
AI 资讯
Amseatec Criss Cross Office Chair Review: Just Right
The Amseatec Criss Cross Office Chair gives you room to sit cross-legged, sideways, or however your body actually wants to sit.
AI 资讯
The Language of AI Could Change How Humans Speak
Because of the way they are trained, large language models capture only a slice of human language. They’re trained on the written word, from textbooks to social media posts, and our speech as captured in movies and on television. These models have minimal access to the unscripted conversations we have face to face or voice to voice. This is the vast majority of speech, and a vital component of human culture. There’s a risk to this. The increased use of large language models means we humans will encounter much more AI-generated text. We humans, in turn, will begin to adopt the linguistic patterns and behaviors of these models. This will affect not just how we communicate with one another, but also how we ...
开源项目
Payloads used to dictate the terms of launch. That's finally changing.
"The Starship Pez dispenser demonstrates very smart industrial design and scale."
AI 资讯
Data Centers Are Quietly Taking Over Texas. The Pollution Could Be Catastrophic
Thousands of new fossil-fuel power sources are quietly firing up across the state to power the AI boom, thanks to a regulatory loophole, leaving residents feeling blindsided.
AI 资讯
Best Microsoft Surface Laptop (2026): Which Model to Buy or Avoid
With pricing in flux and new models available, here’s which Surface Laptop and Surface Pro to buy.
AI 资讯
Influencers Are Promoting $50 Straws They Claim Will Protect Against Electromagnetic Radiation
“EMF straws” and similar products are being sold as a way to block electromagnetic frequencies that come from common electronic devices, even without scientific evidence that they work.
开源项目
Self-Driving Cars Are Interfering With First Responders. Feds Aren’t Happy
NHTSA administrator Jonathan Morris called reports that self-driving cars had driven into emergency scenes and blocked ambulances and firefighters “unacceptable.”
AI 资讯
OpenAI Fixes 18-Year-Old GNU libunwind Bug by Treating Crash Debugging Like Epidemiology
OpenAI found two unrelated bugs masquerading as one in ChatGPT's data infrastructure. Silent hardware corruption on one Azure host and an 18-year-old race condition in GNU libunwind's setcontext function with a one-instruction vulnerability window. The breakthrough came from switching to population-level crash analysis rather than examining individual core dumps. By Steef-Jan Wiggers
AI 资讯
GPT-5.6: Frontier intelligence that scales with your ambition
More intelligence from every token, stronger performance per dollar, and more capability on demand for your hardest work.
AI 资讯
GPT-5.5 Bio Bug Bounty
Details about the OpenAI Bio Bounty program
AI 资讯
ChatGPT is now a partner for your most ambitious work
ChatGPT Work is an agent that can take action across your apps and files, stay with a project for hours if needed, and turn a goal into finished work.
开发者
Madison Square Garden Kept a List of Gay Celebrities
An MSG database tracked and categorized hundreds of celebs, famous Knicks superfans, and even some of Taylor Swift’s wedding guests. Labels included “LGBTQIA,” “DO NOT HOST,” and low to high “risk.”