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When Long-Term Investments Finally Pay Off

Arvid Kahl · 13 Feb 2026 · thebootstrappedfounder.com

2 korrents from this piece

Arvid Kahl did not write this page.

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. But the quality of these systems isn't just in the code they write. It's also in the code I don't have to write. And maybe more importantly, their actual value is in the code I would never have written, or could never have written, or never would have wanted to write.
  2. The GPT systems have gotten so good that they can do a reliable 80% of the work I used to do when it comes to data acquisition and verification.