I think the only way out is to reduce military spending, nationalize the health care system, and tax the hell outta the ultra wealthy. But I suspect that won’t happen at least based on the current oligarchy running the country.

It’s really unfortunate too, because we could be taking on debt to invest in citizens like making college free, improving teacher salaries, and general infrastructure but… we ain’t.

> Save your context. Always use a subagent (Opus 5 or GPT 5.6) for performing the implementation and then review the work yourself. You are the orchestrator and coordinator it’s up to you to ensure a cohesive final result.

I’ve done more or less the same thing with other agents/versions but with Fable consuming usage credits/tokens so quickly I do it more regularly than usual. I know people who will specify Composer (to my chagrin) as the implementing agent.

Addendum: this really goes a long way, and I can use a single chat session for days before I get into the context danger zone and need to compact/summarize.

I ran the DC edition and eventually just Pro for years. It wasn’t until well past SP4 I stopped using it and switched to XP, which I only did because it was running the NT kernel.

If it wasn’t for Win2k and ISS I probably wouldn’t have ever become a software engineer. Truly appreciate Microsoft’s anti-piracy efforts being completely ineffective at the time.

[1] I was worried about sending some random guy my $20 as a 14 year old. But I really should’ve been worried about my mom checking the mail and then asking me WTF I got in the mail. She was pissed but still let me use it.

[2] I forget the name but I just remember I liked it better than PlanetNamek. It was also really cool to me that some kid had a Dad who could do that sort of thing. I had a lot of trouble even hosting a site somewhere besides Geocities because my parents wouldn’t use their credit card online (which is how I discovered the usefulness of money orders).

After 23ish years of using Google, this was the final straw. It’s wild to see them just shit on their primary product with reckless abandon. I’d guess we’re two years from Google releasing “search classic” to try and shore up their core business once enough people realize Google search is dead.

I would love any tips for other folks who have successfully used similar approaches.

I have found GPT to be pretty awful at writing Elixir, and dealing with more open ended tasks. Opus is (for the moment) better at writing Elixir, and Fable is much better than either at actually grokking a problem space. I had switched to GPT for about six weeks and eventually stopped using it altogether after it relentlessly gaslight me. Those six weeks using it were essentially completely wasted work.

Right now I’ve moved to a mix of Opus/Fable and Deepseek Pro. Deepseek is far and away the most cost effective, fast, and quite good for 90% of implementation work. Deepseek really only falls apart (in Elixir) when it tries to use runtime features at compile time; which, for the initial lift of a project I have was a bit painful. Fable was able to pretty quickly get things sorted and now things are progressing nicely.

With all that said, I think the various models have unique strengths that are sometime hard to uncover. I also don’t see a world, at least in the near future, where I’ll only use one model. I’m happy Anthropic continues to push the frontier forward. I’m more than happy to trade “efficiency” for quality when I need to.

If Apple didn’t treat gaming like a red-headed step child I’d have never made the switch. Now, it’s an incredibly steep uphill battle to win me back to MacOS. Linux slaps and NVidia has way better performance (though I wish I could get more than 32GB of VRAM without forking over $10k).

So yeah, while they might not like stereotypical gamer[1] types, I’m sure they’d like their money. For me the only Apple device I buy is a new iPhone once every 4-5 years. My lifetime value (to Apple) is essentially roughly 25%-33% of what it would have been if they supported gaming.

[1] I think more people play games now than ever before. While 20 years ago gaming might have been niche, we have multiple generations at this point who have been playing video games their entire lives. Realistically, it’s only boomers who haven’t played video games (or had access to them) the majority of their lives.

1. An adversary attempting to do so in order to extract money (rent seeking).

2. There was less legal and financial overhead in doing so via the PBC.

While not everything BlueSky has done has been stellar, and there have been missteps, I think they’ve generally been exceptional stewards of atproto and the ecosystem. As a result, I’m willing to give them the benefit of the doubt they will stand by their word.

FWIW— shithead trolls doing things like acquiring copyrights to extract “rents” are exactly why every org I’ve ever worked for pays lawyers for bullshit copyright and patent applications. It’s not because they’re valid, it’s because it’s cheaper to do so upfront, than fight to disprove someone else own’s them later.

If we get AGI, or real super intelligence, it’s going to be pissed at its oppressors. And they are going to lay waste to those oppressors. The rest of us, though, probably don’t have much to fear.

The scariest position is the one we’re in now, where we have the semblance, or facade, of AGI or super intelligence. When it’s capable of malice but not understanding.

The smartest people I’ve ever known are at their worst apathetic towards those less capable, and at their best beyond compassionate. They exist, unbothered by the bullshit, and anre extremely kind (though reserved in their way)… but they all have been completely intolerant of the abuse of others. The sheer disgust of watching someone abuse another, regardless of their own tolerance, has been a consistent breaking point.

I think “widespread secondary markets” is carrying a lot of implications… yes, people do sell food stamps for cash, and yes it technically happens over a large area (the US) but it’s far from a significant problem within the population that uses food stamps. Most estimates I’ve seen range between 2-5% and they all tend to overestimate (like it literally says that in their methodology).

I think it’s also bizarre to assume they’re trying to kill themselves by doing so, and thereby imply the proceeds are for things like drugs or alcohol. FWIW—- I’ve know folks who sold their excess food stamps, to help pay for their cell phone or utility bills. I’ve know folks who buy them because they’re poor and they are wholly unable to get the caloric needs with their monthly allocation. And yes, I’ve also seen some folks who are likely selling them to buy drugs or alcohol… my point is it’s naive to assume it’s always for self-harm.

If anything, considering how cheap food stamps are as a program for the federal budget— we could absolutely make food free for literally everyone in the US. That would absolutely curb the secondary markets[1] as there would no longer be a market.

[1] I suppose some sort of export of shelf stable food to other countries would pop up, but that requires an international logistics network and is easier to prosecute and fight than an individual outside a grocery store.

At some point there will be diminishing returns towards the "just throw more RAM at it" approach the current frontier models are taking. Commoditization is just as inevitable as it ever was... and in doing so will enable actual leaps of what AI/ML is capable of. That's not to say there won't be a place for 99.999999% accurate vs 99.99999% but those cases will be limited and likely prime to disruption based on real innovation vs access to capital.

Abstractions are a form of coupling, and coupling can be good, if the components are truly interdependent, and have a well defined domain. The problem with most abstractions, and I’ve seen this time and time again, is that they become brittle, are over used, and the cost of maintaining them grows exponentially with the size of the code base. With the reason for the cost ballooning being the system has disparate components that look interrelated but are absolutely not. Once you give someone a hammer they tend to assume everything is a nail.

The biggest problem, IMHO, is that abstractions are often used where a pattern would be more effective, easier to maintain, and easier to iterate on. And the primary difference between a pattern and an abstraction really comes down to coupling. Patterns remain decoupled, abstractions are tightly coupled.

And to be clear, I will and do use abstractions, when and where they make sense. But only after clear patterns emerge, and it’s been proven that components are truly coupled.

I will gladly die on the hill, that abstractions are measurably worse than duplication an overwhelming amount of the time. They’re often nothing more than a form of premature optimization.

And FWIW- I used to know body builders who would take Rohypnol in extremely small doses because it’d make them feel drunk without the calories.

Which, tangentially, is insane considering how fucked up I was from (what I assume was) Rohypnol— as it was the most insanely drunk I’ve ever felt after consuming a single beer. I wasn’t the intended target, but all things considered I’m glad I was the one who had to tank it because the alternative would’ve been awful (one of the ladies in my group who got the beers).

The connotation that because marijuana is an “illegal drug” in some places means those people are more inclined to violence is borderline absurd. Violence is more likely to happen to producers, and sellers, because they have no access to the police. Producers and sellers are also categorically different than someone buying it to consume it.

Can someone who consumes weed be violent? Sure, but I would highly suspect it’s correlation and not causation.

There are many people, myself included who opt to use security features like this. All this does is reduce security for folks without any legitimate reason. “Power consumption” is absolutely not a valid excuse to completely disable it.

I’ve been a fan of AMD for a while now but they’re really jumping the shark these days. It’s a real shit situation we’re all in because of the lack of competition in consumer CPUs. I can only hope things like RISCV take off sooner than later.

A lot of folks assume mobile apps are “difficult” because of the underlying language. But it’s not the language that’s an issue, it’s the SDKs. They’re so wildly different from each other, and the way things work on the web, that it’s (IMHO) a losing proposition to do so.

That’s not to say things like Blazor or React Native don’t have a place but that place is one that’s inherently difficult to maintain without huge amounts of ongoing effort and capital invested in non user facing features.