AI

Geoffrey Huntley
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From Design doc to code: the Groundhog AI coding assistant (and new Cursor meta)

Ello everyone, in the "Yes, Claude Code can decompile itself. Here's the source code" blog post, I teased about a new meta when using Cursor. This post is a follow-up to the post below. You are using Cursor AI incorrectly...I’m hesitant to give this

Geoffrey Huntley
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Can a LLM convert C, to ASM to specs and then to a working Z/80 Speccy tape? Yes.

Damien Guard nerd sniped me and other folks wanted more proof that it is now cheap, easy and possible to cheaply rewrite software or clone existing "source available" businesses (see bottom of the post). So, let's get cracking by creating a toy application by sending this

Geoffrey Huntley
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Yes, Claude Code can decompile itself. Here's the source code.

These LLMs are shockingly good at deobfuscation, transpilation and structure to structure conversions. I discovered this back around Christmas where I asked an LLM to make me an Haskell audio library by transpiling a rust implementation. An “oh fuck” moment in timeOver the Christmas break I’ve been critically looking

Geoffrey Huntley
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Dear Student: Yes, AI is here, you're screwed unless you take action...

Two weeks ago a student anonymously emailed me asking for advice. This is the reply and if I was in your shoes this is what I'd do. So, I read your blog post "An oh f*** moment in time" alongside "The future belongs to idea

Geoffrey Huntley
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I had my AI "oh f***" moment and I'm a student, now what?

What follows is an email that arrived in my inbox moments ago, reproduced in it's entirety. I'll be doing a response letter, after I get some sleep. For now, discuss at https://x.com/GeoffreyHuntley/status/1888365040572751973 Hi there, So, I read your blog post "

Geoffrey Huntley
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You are using Cursor AI incorrectly...

🗞️I recently shipped a follow-up blog post to this one; this post remains true. You'll need to know this to be able to drive the N-factor of weeks of co-worker output in hours technique as detailed at https://ghuntley.com/specs I'm hesitant to give this

Geoffrey Huntley
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What do I mean by some software devs are "ngmi"?

At "an oh fuck moment in time", I closed off the post with the following quote. N period on from now, software engineers who haven't adopted or started exploring software assistants, are frankly not gonna make it. Engineering organizations right now are split between employees who

Geoffrey Huntley
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The future belongs to people who can just do things

There, I said it. I seriously can't see a path forward where the majority of software engineers are doing artisanal hand-crafted commits by as soon as the end of 2026. If you are a software engineer and were considering taking a gap year/holiday this year it would

Geoffrey Huntley
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Multi Boxing LLMs

Been doing heaps of thinking about how software is made after https://ghuntley.com/oh-fuck and the current design/UX approach by vendors of software assistants. IDEs, since 1983, have been designed around an experience of a single plane of glass. Restricted by what an engineer can see on their

Geoffrey Huntley
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An "oh fuck" moment in time

Over the Christmas break, I’ve been critically looking at my own software development loop, learning a new programming language, and re-learning a language I haven’t used professionally in over seven years. It's now 2025. Software assistants are now a core staple of my day-to-day life as