Wow, I contracted in Jamnagar for Reliance building software back in 1999-2000. It was fun building a web interface to report on their IoT (not called IoT back then) devices - sensors, meters and whatnots through a CORBA/C++ interface. That was very advanced for those days.

This is not true in my experience at all. I never write such detailed spec for AI - and that is my value as the human in the loop - to be iterative, to steer and make decisions. The AI in fact catches more edge cases than I do, and can point me to things that I never considered myself. Our productivity has increased manyfold, and code quality has increased significantly because writing tests is no longer a chore or an afterthought, or the biggest one for us - "test setup is too complicated". All of that is gone. And it is showing in a decrease in customer reported issues

I don't know. I don't write detailed specs, but make it very iterative, with two sessions. One for coding and one for reviews at various levels.

Just the coding window makes mistakes, duplicates code, does not follow the patterns. The reviewer catches most of this, and the coder fixes them all after rationalizing them.

Works pretty well for me. This model is somewhat institutionalized in my company as well.

I use CC Opus 4.7 or Codex GPT 5.4 High (more and more codex off late).

Cool! We have a similar setup,connected to JIRA, but it stops at analysis and approach to solution. I'm taking inspiration from this now to take it to the next level!

I'd pay special attention to the harness that goes from plan to execute. We spent a lot of time ensuring this can produce high quality code that we feel good about in production instead of AI slop.

As for Jira, would love it if you contribute that integration to us! Someone asked for it in this thread :D

Yeah. We also use gitlab instead of github. I'll check this out later. We also have set it up to work with multiple repos to truly understand context (we have frontend, backend, some tooling etc, an MCP server etc all in different repos).

We also have a multi-repo setup, to trigger it you can just tag two repos in the Linear label!

Re: AI slop - What does this mean in practice? Better "system" prompts?

Yes. Even without Claude design and just Claude code, it can use existing design and build out new mockups in-app, which is much easier to demo , tweak and then implement the backend (if any) - all through Claude Code (or Codex if you prefer that). We use both and are now leaning more towards Codex over Claude

So we go and say "a whole civilization will die tonight".

They had to rapidly back off when they realized which civilization that was

Isn't this just the good old "aka"?

Like in " William H. Bonney aka The Kid"? Doxing in the 19th century by the government it seems.

There is an opportunity cost to everything. Moving money from energy research to food programs may mean not having an energy breakthrough that could potentially cut down food costs (and a lot of other things) dramatically in the long run.

The poem itself seems to mix several things (It is a poem, and can say whatever it wants of course). What parent said doesn't preclude medical care as a right for a concept, though.

Also, a cursory search says around 2 trillion are spent on healthcare (effectively or not is irrelevant in this context) and NASA moon exploration costs $90B. Doesn't feel like these are all mutually exclusive.

Yep. This is the only model that has worked well for me for more than a decade.