How do you decide to trust code you write?

How do you decide to trust code someone else wrote?

Tests. Design discussions. Code reviews. Code review questions. Design Questions. "What about this problem?" Real validation testing.

I was in a funny situation last week. Two different humans told their claude agents to fix the same bug. Claude came up with two _slightly_ different implementations.

I told _my_ claude agent to code review both implementations - using a new prompt I'm working on to try and automate away a lot of the code review value I was adding manually.

Same model; same bug, two implementations, and the code-reviewer agent found different bugs in both PRs.

We ended up blending the best things from both PRs into the one that shipped.

I am really confident that the code I ended up shipping here is better than what our specific humans would have done without using AI, and 10x-100x faster.

I am spending more of my time telling agents how to think like me, what to look for, what tradeoffs to make, etc. They wont do those things unless I tell them to. They don't always do those things perfectly.

(Neither do the real human software engineers who work for me.)

Yeah, like that matters.

Use a paid subscription to a frontier model. Make sure it knows how to run your build and run your tests.

If you're worried, have it write tests. Look at the tests; see if they look like the right tests.

Tell it to ask you questions if it needs to resolve something ambiguous. Have it explain what it thinks it should do to the code. Ask it probing questions if you aren't sure it understands. Ask it about design tradeoffs.

I have yet to find a problem where AI generated code doesn't get me at least 90% of the way there. Multi-domain, multi-language, multi-platform. That includes stuff I was doing a year ago. It's gotten dramatically better in 2026.

If someone has an example of a software engineering problem that AI actually did really badly on, I would like to know the model and see the prompts. I'm not saying it doesn't exist. I'm saying I haven't seen it yet, and I'm really curious.

I've done software development professionally since the 1990s. I started coding on the Apple ][ in 5th grade. I've had AI do the wrong thing, or misunderstand something, or miss something that seemed obvious to me. But on all of those same criteria; I've had human software engineers do far worse, far more often.

These days it's more economical to sacrifice incels.

A brown nose?

Hello fellow Frame owner.

I bought a Frame 65 just because of how beautiful the display was in Art Mode, and I want pretty art in my house for the 90% of the time the TV would otherwise be off.

I use the "Art Mode", but only with my own sideloaded content.

One thing that stinks is that sideloaded art doesn't support the full Art mode experience; specifically no Metadata. I seeded the display with lots of public domain images of classical and romantic european art (my taste - and why I never considered a paid art mode subscription), and I'm not cultured enough yet to just remember what all of it is. So I wish I could get the tv to show metadata sidecars for my custom images.

The Samsung firmware is garbage. I hate it whenever I accidentally hit the remote button for voice assist or AI assist or any of that garbage.

But the way the display looks when showing paintings is too good to pass up. If i could get a firmware that took out home screen nonsense and disabled 80% of what the TV did, but added metadata display for sideloaded images... it would be perfect.

Why is Palmer Luckey a "creep"?

Are you a TikTok girl or something?

Have you actually looked into his relationship habits?

He is a huge anime and retro video game nut. He married a cosplayer. (He did a little cosplay himself). They've been married since 2019 and have a kid together.

He won at life, basically.

Yeah, and Trump is promising to wrap up the war immediately after the upcoming elections.

I've always been a big fan of space exploration, but for a country that can't afford its lifestyle a moon base doesn't sound very important priority.

(Or maybe I should have said "isn't willing to pay for" its lifestyle.)

My cranky post was about a Samsung. I didn't mention the brand because I assumed their all that way.

I bought my first-ever "smart" TV this year, and the interface is horrible. The hardware is fine, but everything else is designed for people pushing stuff, rather than for a user.

I thought the Yandex attacks had shut down all the russian bots.

Then FISA could give Putin a peace prize!

Don't you have to roll trucks more frequently for copper though?

It looks like the OPEX for FTTH vs Copper broadband is actually quite a bit lower.

This has to do with better basic reliability of FTTH vs Copper, and possibly some energy and field equipment savings.

Anyone in the industry actually know?

So It sounds like if Comcast had invested more in FTTH upgrades (high CAPEX), they'd now be enjoying the lower OPEX that their competitors are theoretically enjoying.

Upgrading infrastructure to FTTH is high CAPEX, but there's usually federal money to help with that in the US, and, there are always very favorable tax and accounting rules for CAPEX spending.

It looks like Comcast's problem is that they are irrationally married to an outdated business model and outdated technology. If they get priced out of the market, "the system worked"

it could also be price anchoring. they could know the price is BS but they are anchoring something unrealistic now to help later.

if we spend the next 2 years thinking the next xbox is going to be $1800, when it launches for $999, some people will be overjoyed at the great deal they are getting.