Hang on, I gotta push back a little here. I've run P80s on big jobs and they're great for production but they're not magic. We had a 1500 foot superheater header job in East Texas where the P80 was actually slower because the pipe had heavy mill scale and the beveler kept gumming up and skipping. Plus you gotta have perfect alignment or the bevel comes out a little off on the inside diameter. The grinder guys with a good template and a steady hand were actually finishing cleaner bevels in about the same time once you factor in setup and cleaning the machine.

Oh man, I felt this one in my soul! I've got a tupperware container somewhere that I call the "coin graveyard" because I've tossed so many pennies in there that came out looking worse than when they went in. Maybe I should just accept that my coins will never be museum-grade and call my failed experiments "character building." Still, glad your large cent turned out okay - mine usually end up looking like I dug them out of a campfire.

Nah I gotta respectfully disagree here, I've been testing synthetic data for a few months now on some small models and honestly it's been working way better than I expected lol. Yeah you gotta be careful with it but calling it a dead end feels like missing the point - it's more about how you generate and filter it, not the concept itself.

Respectfully, I gotta push back on this one. I mean, if you start with insulation before solar, you're basically admitting your house is leaky and inefficient. But if you go solar first, at least you're generating something right away. Idk, maybe it's just me, but those $40 a month savings from your panels would add up to $480 a year, plus if you factor in state incentives or net metering, you could be looking at way more over time. Insulation is a short term fix that degrades and needs to be redone every decade or two, but solar panels are a 25 year asset that actually pays you back. Maybe your insulation was a good deal for $1,800, but what if someone can't afford that lump sum right now? Solar leasing or financing spreads the cost out, and you're still making power while you save up for the insulation later.

Oh man, "moss heart attack" is the perfect way to describe that panic when your project just refuses to cooperate. I've done the same thing with mod podge on smooth surfaces, just globbing it on thicker and thicker thinking sheer force of glue would eventually win. It never does, of course, and you just end up with a sticky mess and a wet spot on the floor where you dropped the whole thing. Sanding is one of those lessons you gotta learn the hard way, at least once, and your Halloween skull story makes my driftwood saga feel like small potatoes.