About AI, Software Engineering, Claude Code, and this moment in time (Spring 2026)

Something’s Changed

In the past couple of months of this year, the implications of advances in AI, (specifically the power of Claude Code as an AI model + harness combination,) has completely up-ended my job description and my career, and this post is about what I want you to know about it. (Assuming somehow you don’t know already, though I’m somewhat guessing you’ve already experienced the same thing, and probably do already know.)

Frontmatter

Yeah, I know this is a climbing blog, and I know this is off-topic, but it’s a thing I felt the need to write about and post somewhere publicly, and this happened to be the most convenient avenue I had available.

Also: my day-job is software engineering, and I am primarily thinking about other software engineers as the audience here. (And, this article is specific to this point in time. It’ll probably all be completely different a year from now.) Not that you have to be a software engineer to read any of this, and there probably are a few interesting nuggets in here no matter what it is that you do to pay the bills, I just wanted to be upfront so you can decide if this is relevant to you.

And finally: this article is probably a bit behind the curve, because I’ll bet something like 60% of software engineers have already been exposed to this & figured all this out, but I’m writing this anyway, just in case it helps anyone in that 40%. Those are the people I’m writing this for. Just in case you (somehow) haven’t jumped on board (or been run over by) this train yet: Then you need to know. And that’s why I’m taking the time to write this, just in case it helps.

  1. Something’s Changed
  2. Frontmatter
  3. I’ve been vaguely skeptical / uninvested in AI. Until Now.
    1. The “Stack Overflow Replacement” era
    2. The “Primitive-Paired-Programming-Partner” Era
    3. The “It’s basically a junior-dev working for me” era
  4. About that hype…
  5. What Claude Code is, and some structural AI Basics & Terminology
  6. How to Get Good Results out of Claude Code
  7. Helping AI simulate Long-Term Memory
    1. Claude Code’s built-in “AI Primitive” file types. (Its default “rigging” types.)
    2. About My Additional “Rigging”
  8. I have a new job-description now
  9. What does this all imply for the world ahead?
  10. My Past-Life in Tech
  11. Footnote

Fundamentally, AI code assistants act as a kind of amplifier. If you’re already doing the right things, AI will amplify the impact of those. If you’re already doing the wrong things, AI will help you to dig a deeper hole faster. Tools amplify capability, they don’t replace it.

– Dave Farley

I’ve been vaguely skeptical / uninvested in AI. Until Now.

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