Hot take: I just hit 100 unique passwords in my manager and it's way less impressive than it sounds.

The amount of people who think 'check engine' means 'add more oil' is wild

Had a guy come into the shop yesterday convinced his 2017 Civic just needed a top-off because the light was on. The code was for an oxygen sensor, zero oil issues. He said his buddy told him that light always means low oil, and he'd been adding a quart every month for almost a year. The dipstick was reading way over full. How does this myth keep going? What's the most common 'fix' you've seen customers try before bringing a car in?

Can we talk about hitting 10,000 tokens in a single training run?

I was just trying to fine-tune a small model on my own data and it processed way more than I thought it could handle. Has anyone else pushed their local setup past what you thought was its limit?

My sourdough starter looked dead for a week, then it came back to life

I left my starter on the counter for a week while I was out of town, and it was a flat, gray mess when I got back. I fed it once a day for three days with just bread flour and water, and nothing happened. On the fourth day, I switched to using warm filtered water from my Brita pitcher. The next morning, it had doubled in size and was full of bubbles. Has anyone else saved a starter by just changing the water?

Serious question, what's your take on those new ceramic pouring cups?

I dropped about $250 on a set from a trade show vendor six months ago. They handle the heat well, but the spout design is off and I've had more slag issues than with my old steel ones. My foreman in Dayton said he saw the same thing happen on a big job last fall. Anyone else run into problems with these, or did I just get a bad batch?

Had to pick between a knee kicker and a power stretcher for a big living room job

I was laying carpet in a big open space in a house in Springfield last week, about 400 square feet. The homeowner wanted a tight fit, so I had to choose between my old knee kicker and renting a power stretcher for the day. I went with the power stretcher because the room had a lot of straight wall. It took me an extra hour to set up, but the stretch was perfect with no wrinkles at all. What's your go-to tool for rooms over 300 square feet?

My credit union's advice tanked my score by 40 points

They told me to close my oldest card to 'simplify' things. Did it in March. That card was from 2010. My score went from 750 to 710 almost right away. Everyone says to trust your bank, but this was bad advice. The hit to my average account age was huge. Has anyone else gotten terrible guidance from their own financial institution?

I thought those cheap thermal cameras for phones were a total joke... until I found a short on a board in under 2 minutes.

Shoutout to my buddy in Cleveland who finally convinced me to watch that flat earth documentary he's been on about for months.

I had to choose between watching it with him (and his wild running commentary) or just reading the summary online, so I went with the full movie experience and now I have a list of 17 specific 'proofs' I need to look up (like the Bedford Level experiment, which I'd never even heard of).

Update: Found an old industry report from 2005 about false alarm rates

I was cleaning out some old boxes from my first van and found a printed report from the Security Industry Association. It said the average false dispatch rate for monitored systems back then was around 15-20%. I pulled up a recent article from a trade magazine last week, and now it's down to about 2-3% for professionally installed systems. That's a huge drop. It really shows how much better the sensors and communicators have gotten. What's the biggest factor you all think drove that change, better PIRs or the shift to dual-path reporting?