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LLMs and coding

Justin Frankel · 2 Apr 2026

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Every claim below was made in this piece, quoted word for word and numbered in the order the piece makes them, so you can read it there rather than take our word for it. The sentence above each quote is our reading of the claim, not their wording. Each quote was checked against a stored copy of the page at build time; where the two differ, the quote is the fact.

  1. I'm not a fan of LLMs, but I do think what they can do is pretty amazing. Whether it is worth the cost, I have doubts.
  2. LLMs are great as a discovery tool for programming. Google has gone to shit, API documentation is terrible, it's really hard to find answers. LLMs end up indexing a lot of content that would be really hard to find otherwise.
  3. You can have high quality code produced by an LLM, but it will almost certainly take a ton of work by the human, unless you happen to be writing something that has been totally done before, in which case it will probably just rip that off.
  4. The better LLMs get at writing code, the more consolidation of wealth will occur, as independent software vendors will not be able to compete with the multinational megacorporations that control all of our infrastructure (read that essay). This will be a very not good thing.
  5. I'm not sure what time it would have saved, and even if it did save time, I don't think I would walk away from the experience with the same level of understanding I've attained going this route.
  6. If LLMs end up as master programmers, then the billionaires of today will be even richer (ripping off anything useful by burning tokens and then forcefeeding it to the world), and the rest of us, we'll just get the scraps.

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