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I think a lot of people still imagine AI coding as opening ChatGPT, asking for code, and copy-pasting the result. That's not really how I work anymore. The biggest shift for me is that planning matters far more than coding. Earlier, execution was expensive, so most of the effort went into writing code. Now execution is cheap. I can have an agent implement something in minutes. The hard part is making sure the plan is correct. Most of my effort goes into thinking through the architecture, edge cases, failure modes, test strategy, and how the change fits into the broader system. If the plan is vague, the agent will confidently implement the wrong thing. The quality of the result is mostly determined by the quality of the plan. Once I have a plan, I break it into small independent pieces. Each piece should be executable without additional clarification. If an agent needs to stop and ask questions, the task probably isn't broken down enough. Those pieces become tickets. Then an agent picks up a ticket and implements it. The important thing is that the agent isn't operating in a vacuum. I try to give it a good environment to work in: Clear architectural rules Reusable skills and workflows Guardrails Hooks for things that must always happen One lesson that really stuck with me is that instructions are guidance, not guarantees. At one point I had "always use a git worktree" written in AGENTS.md. The model still ignored it occasionally. When I dug into it, the answer was simple: models can drift from instructions. So if something absolutely must happen, don't rely on instructions. Enforce it. Put it in a hook, script, validation step, CI check, or some other deterministic mechanism. If it is important, make it impossible to skip. Once the implementation is done, the agent opens a PR. This is where another useful pattern comes in: don't let the same model review the code it wrote. I usually have one model implement and another model review. Different models catch different t

If you had asked me a week ago to recommend a thinner alternative to PopSockets’ magnetic phone grips, I would have told you to buy the OhSnap Snap Grip 5. Ask me now and I’ll redirect you right back to the company that accidentally invented the phone grip in 2012 when trying to come up […]

Most mechanical keyboards are great these days, with colorful looks and satisfying typing sounds - even in budget-friendly ranges. But every so often, one stops me dead in my tracks. In this case, two of them. I've been testing a pair of jaw-droppingly lovely keyboards that launched late last year. The Evoworks Evo75, a compact […]

I'll just work from the car, I thought. But after a few minutes of staring at my screen on quick mountain switchbacks I could feel the first signs of cold, coagulated nausea bubbling up from that sweaty place in my gut. I looked to the horizon for relief, but nothing helped… until I remembered Apple's […]

Amazfit’s trail running smartwatch delivers solid off-road performance at a bargain price compared to its competitors.

Don’t be fooled by the compact size of this soundbar. It’s a solid option for smaller TVs or spaces without having to sacrifice sound quality.

On paper, the Honor Magic V6 sounds like a tremendous leap forward for foldable phones: It's the thinnest one yet, with the biggest battery, and the best water-resistance ever. In practice, only the bigger battery feels like a meaningful improvement. The other upgrades are only fractionally superior to what came before. This isn't entirely Honor's […]

I have this vivid memory of walking to pick up my oldest from school in June of 2022. For a variety of reasons, I was in a very bad place mentally. And to make matters worse, it was brutally hot. I was depressed, angry with the world, sunburned, and soaked through with sweat. But as […]

The new Sonos Play can act as a portable speaker inside and outside your home.

Suunto swaps bone for air conduction, giving these open-ear earbuds a perfect fit for the great outdoors.

This handheld device combines red light therapy, microcurrents, sonic vibration, warmth, and a serum to support healthy hair growth.

I’ve struggled with insomnia since I was very young. Like many chronic overthinkers, I tend to fall asleep best when my mind is occupied by something else, such as podcasts, YouTube compilations, or my personal favorite: rain sounds. But earbuds can be uncomfortable, and playing audio out loud isn’t exactly considerate when I’m staying at […]

A roundup of recent reviews published by Engadget.

Echo Isle is heavily inspired by The Legend of Zelda, and it's not afraid to show it: The retro graphics bear a striking resemblance to Link's Awakening, the main character wears a blue tunic and wields a sword, and he navigates dungeons to collect items and keys to fight bosses and gather magical MacGuffins. But […]

Whether you want to buy cheaper electricity, store solar energy, or guard against outages, EcoFlow’s home battery might be just what you need.

It's intended for camping, but BougeRV's T1 light is so versatile that it also makes for a great summer travel companion that'll continue to light the dark corners of your life long after you return. I used it for a few months during a recent road trip in my camper van, and it's the light […]

The pedal-assist can be jerky, but the throttle offers smooth, powerful acceleration.

MIT Technology Review Explains: Let our writers untangle the complex, messy world of science and technology to help you understand what’s coming next. You can read more from the series here. Your brain lives in the dark space of your skull. Yet it knows when the wind lifts the hairs on your skin, when your heart is…

I have tested more portable MIDI controllers than I can keep track of, and I will tell you right now: 37 keys is the ideal size. While Arturia's 25-key MiniLab MK3 is a solid controller that easily fits in a backpack, it feels a bit claustrophobic. The new $149 MiniLab 37 adds another octave, giving […]

As summer returns, I'm again reminded of my limits as I head into the great outdoors: I can put up with a heavy, uncomfortable backpack, bug bites, mud, and even bland dehydrated food, but I will not forsake my morning brew. I've tried every imaginable coffee gadget in my half-century of camping. These range from […]