Spyke

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Americans dont know how to fight

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Good propaganda is. The recipe is to use some facts and add a cause, derive a conclusion, exaggerate the fact, mention other facts irrelevant in the context but implying something in combination...
Just lying gets you the people already in you camp. The others don't have a reason to believe you. But if you add some facts, the lies become easier to believe if the person doesn't already know better.

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Companies Are Realizing They’re Spending a Fortune on AI Just So Their Employees Can Generate Error-Riddled Slop, and Suddenly Cutting Back Budgets.

I tried AI-everything (apart from code review of course). But it's just too hard. Letting the AI do bigger things results in subtle, hard to find, but devastating design fails and errors. It's fractal. No matter what layer I look at, it's always sort-of working but also bugged in subtle and sometimes hard-to-fix ways.
So I don't do that. Instead I use the AI as an assistant while I still do most of the actual work. I downgraded my account too because I never reached the limits for a while.

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Companies Are Realizing They’re Spending a Fortune on AI Just So Their Employees Can Generate Error-Riddled Slop, and Suddenly Cutting Back Budgets.

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My IDE told me that there is a new version of some library which fixes security bugs. I asked the AI what will break if I update. It actually found out that the new version requires a license key which has to be updated yearly even for the free use case. So I had it refactor the single use of that library to use another library instead. I then polished the refactored code myself a bit.

When I am done with something, I ask the AI what it thinks about the changes. It then tells me where I violated the style guide and sometimes it finds silly bugs I somehow missed. In rare cases it also finds serious stuff. the code definitely never got worse by having the AI look over it. Btw, looking at it doesn't mean changing it. I had to tell it to save in its memory files that it should only change anything when explicitly asked to.

When I am not sure why something is like it is, I ask the AI. It then comes up with one or more potential explanations and often I then remember what was actually the reasoning if it's my own code or the code becomes somewhat understandable when it's written by someone else.

When some behavior looks like it should be impossible, I ask the AI how it's possible, and it usually tells me the actual reason or gets close enough to make it much easier for me to find it.

When I'm unsure how to implement something, I discuss some options with the AI. It's reasoning isn't always sound. But sometimes the internal dialog is just not enough and chatting with AI works surprisingly well for me.

Just treat it like an extremely knowledgeable college with a serious psychedelics addiction. Can't let it do stuff unattended. But when it isn't hallucinating, it is pretty capable. Also, it doesn't care how much you ask it. In general, every easy to explain task with easy to verify results and low damage on failure can be done by AI. But it is often faster to just do something yourself than explain it to the AI and polish the result.

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Companies Are Realizing They’re Spending a Fortune on AI Just So Their Employees Can Generate Error-Riddled Slop, and Suddenly Cutting Back Budgets.

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Yes. There are the rare exceptions. But since I had to tell it to save to it's memory that it isn't allowed to change stuff without a command to do so and that it shall treat my questions as just that (this is likely the actually important part). Then I had to scold it a few times when it ignored the rules. And since then, it actually does obey very consistently.
I use Claude Code, but would expect any frontier LLM to have some "memory" system (in case of Claude Code just an index file and one file per memorized rule or fact).

I first saw something like multi-session "memory" in AIDungeon years ago. It was slow and with only a few kB of context not worth using. But that was literally a toy.