No, no you do not. If and when they finally realize it's been 12 years since you've filed, you might finally get that letter one day. Good odds they're gonna be extremely wrong about what you owe. Let them be
The people that get convicted seems to be either rich people blatantly evading taxes or people that write entire books about not paying taxes. Last I looked at the data for a normal person to get convicted just for running late on payments you basically have to tell the IRS to go fuck themselves and then brag about it publicly and stir up enough people they have to make an example out of you so no one else gets ideas. I'm sure there's odd other examples but they seem to be rare.
By and large the IRS wants to squeeze you for what they can get, not burn up a bunch of public resources convicting people and hindering their ability to earn more money for the IRS.
Like they said, you have to be _blatant_ to get rung up. There are any number of life events you could use as reasonable cause to avoid the fines entirely and get a favorible payment plan.
It's definitely way more nuanced than that. You have to approach exhaustion to get the body to eventually build strength. But you need to carefully time your rests/deloads and handle plateaus with more volume.
i definitely agree it is more nuanced! might not have communicated it well that in the context of untrained people and beginners that these guidelines will work for quite a while and most of the nuance applies much more once you get past the easy beginner gains
for example, if someone new starts with low weight to work on proper technique and form, and adds weight each week they will continue to both get stronger and to gain muscle
i'd imagine the average person who is casually lifting might not even get to this point and could easily spend a couple of years before really hitting a spot where the nuance is more important
Has a paper from 1976 but this seems in line with what I've read elsewhere
basically, 2-3 minutes is probably good for most of your lifting, you could go to 5 minutes if you are doing your heaviest lift of the day
this is also a reasonable way to make sure your workouts aren't going to take 3 hours at a time
some people really mix max this though if they're focusing on super heavy lifts. i remember being at the gym and watching people take 8-10 minutes between sets when they were putting up 400-500lbs on a squat. they also arrived before me and weren't done when i was leaving and, i'm assuming, they were interested in powerlifting competitions
i've actually started looking at reactive training system with mike tuchscherer who has a lot of interesting things to say about training, rest times, etc. been startin to build his stuff on RPE and fatigue percentages in to my training and it has already been super insightful and helpful
Honestly from a personal training/lifting coach. When I could spend serious time in the gym there’s a lot to just having someone with expertise for 30 minutes to give perspective. You can do a lot of it over video today as well.
In general YouTube is a good resource. There are a lot of respected coaches that also produce content.
I appreciate the author's modesty but the flip-flopping was a little confusing. If I'm not mistaken, the conclusion is that by "self-hosting" you save money in all cases, but you cripple performance in scenarios where you need to squeeze out the kind of quality that requires hardware that's impractical to cobble together at home or within a laptop.
I am still toying with the notion of assembling an LLM tower with a few old GPUs but I don't use LLMs enough at the moment to justify it.
If you want to do it cheap, get a desktop motherboard with two PCIe slots and two GPUs.
Cheap tier is dual 3060 12G. Runs 24B Q6 and 32B Q4 at 16 tok/sec. The limitation is VRAM for large context. 1000 lines of code is ~20k tokens. 32k tokens is is ~10G VRAM.
Expensive tier is dual 3090 or 4090 or 5090. You'd be able to run 32B Q8 with large context, or a 70B Q6.
For software, llama.cpp and llama-swap. GGUF models from HuggingFace. It just works.
If you need more than that, you're into enterprise hardware with 4+ PCIe slots which costs as much as a car and the power consumption of a small country. You're better to just pay for Claude Code.
I was going to post snark such as “you could use the same hardware to also lose money mining crypto” then realized there are a lot of crypto miners out their that could probably make more money running tokens then they do on crypto. Does such a market place exist?
SimonW used to have more articles/guides on local LLM setup, at least until he got the big toys to play with, but well worth looking through his site. Although if you are in parts of Europe, the site is blocked at weekends, something to do with the great-firewall of streamed sports.
Indeed, his self hosting inspired me to get Qwen3:32B ollama working locally. Fits nicely on my M1 pro 32GB (running Asahi). Output is a nice read-along speed and I havent felt the need for anything more powerful.
I'd be more tempted with a maxed out M2 Ultra as an upgrade, vs tower with dedicated GPU cards. The unified memory just feels right for this task. Although I noticed the 2nd hand value of those machine jumped massively in the last few months.
I know that people turn their noses up at local LLM's, but it more than does the job for me. Plus I decided a New Years Resolution of no more subscriptions / Big-AdTech freebies.
Man, posts like these always strike a nerve. I graduated in 2008. "Everything" wasn't just handed to us, we had our own share of horrible to deal with as well. And guess what? You'll get through it too.
I wasn't a fan of the article either but I think at any point in history you can make a convincing argument that the world is ending. I don't have any good advice as to how to defeat this perspective, but I am constantly reassured that because I'm not the only one that thinks things are shattered, there is a path to fixing it all.
Join some like-minded individuals and do something amazing. Fuck it, create a dating app without perverse incentives.
Maybe you did, but statistically those people are permanently behind.
>I wasn't a fan of the article either but I think at any point in history you can make a convincing argument that the world is ending
There's hoplessness of impending doom, and hopelessness of no progression. I do think Gen Z has a unique experience of the latter, where the former generations were mostly facing worries over the former. Boomers had the nuclear scare, Gen Z had the peak unease of the cold war, Millenials had 9/11 and a decade of questionable wars.
Gen Z doesn't have that impending doom... yet. COVID was very impacful, but not apocalyptic as long as you followed mandates (I know, a big "if" in the US). But I wouldn't hold my breath given all the conflicts out there, and the US's own warmongering riling up again.
Meanwhile, many can't even get their foot in the door. Not many 20 years olds ever felt like the future was hopeless, no matter what they did.
>Fuck it, create a dating app without perverse incentives.
Pay my rent for a year or so and you got a deal.
Otherwise, I feel like this is highlighting the exact tonedeafness Gen Z is tiring of. Gen Z doesn't just get to sit down and hack in their free time. They are doing gig work to pay rent and applying to thousands of jobs a day for hope of an interview (not even an offer).
I won't say it's uniquely bad. But it's bad in different ways from when you or I were growing up.
> Corporate personhood mostly just means that for some purposes, the same laws apply to corporations as to people.
No, it also means that corporations are protected in ways that were only ever meant to apply to people. Think of it as a failure of separating concerns - one function doing too many things. Every time we pass a law that's intended to apply to people, we have to think of corporations.
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