TIL about the real cost of a single search query

I was reading an old tech paper from a university library and it claimed a single Google search uses about as much energy as boiling a kettle for a cup of tea. That fact, from a 2009 study, really made me think about all the invisible energy we use every day. Does anyone know if more recent data backs this up or has the efficiency improved that much?

A piece of scrap steel from the old mill taught me more than any book ever did.

For years, I was sure my forge welding problems came from not getting the metal hot enough. I'd watch the color, wait for that bright yellow, and still get a cold shut more often than not. The tip off came when I was cleaning out my grandfather's old shop in Scranton. I found a box of his old practice pieces, some from the 1950s. One was a perfect weld on two pieces of plain mild steel. The secret wasn't just the heat, it was the flux. I'd been using borax straight from the can, but his notes said he mixed it with powdered iron oxide from the mill floor. That extra bit of iron in the flux cleaned the metal in a way my pure borax never could. It was a simple trick lost between generations. Has anyone else found an old method that solved a modern problem for them?

Showerthought: I was replacing dryer thermistors for months before a tech showed me the real test.

For a solid six months, any time a dryer came in with a no heat complaint, I'd just swap the thermistor. It was my go to fix. Then this older guy, Mike, who works out of a van in Mesa, watched me do it. He said 'You ever actually check the continuity change with a heat gun?' I hadn't. He pulled out his meter, showed me how a good one should drop resistance smoothly as it warmed up. The next three 'bad' thermistors I pulled? Two of them tested fine. I was just throwing parts at the problem because that's how I was shown. Now I always do the heat test first. How many of you actually test every single thermistor before you replace it, or do you just swap it on sight?

Spent $300 on a custom AI training set for my small business.

I run a small landscaping company and needed a better way to give quotes from photos. I paid a service to build a training set of about 500 images of yards, with each one tagged for things like square footage and plant types. It took a couple weeks to get it right, but now the model can give me a rough estimate in seconds instead of me doing it by hand. Has anyone else tried a similar approach for a niche job like this?

Kept all the dredge spoils exactly where they belonged this week.

The containment system worked perfectly for once.

Stuck on the glue choice for my bookbinding project

I'm learning traditional bookbinding and hit a moral gray area. Is it wrong to use strong synthetic glue instead of the old animal-based kind? My mentor says it ruins the art, but I think it helps the books survive longer, in my experience.

Client visits felt like unwind time back in the day. Now it's all treatment plans and progress shots.

Cleared out the garage and it's more than just neat shelves.

Did this over the weekend and it lifted a weight off my shoulders. We'd been bickering about the mess for ages, so having it done feels like a truce.

When the coffee shop gave me extra cash back

The barista handed me change for a twenty when I paid with a ten. I stood there for a second not knowing what to do. I mean, it's their mistake, but it felt weird to just walk away. I went back and told her, and she was super relieved. Now I make a point to count my change before leaving anywhere.

Pro tip: Grant Park's yoga flow isn't what it used to be

I remember when the Saturday class was all about holding tough poses for ages. These days, it's more about gentle stretches and chilling out, which I kinda prefer. Have you noticed similar changes in your area?