No, your AI is not hallucinating, it can't even...

2026-07-08

 

I recently published a book and I tried to use gulp.js to generate an ebook from Markdown files. As any software developer who does not have a clue what to do, I pulled out my trusty AI and asked it to think on my behalf.

The result was the oddest gulpfile I have ever seen. Gulp is built on the idea that you use and build small transformers, then chain them together into different content pipelines that do the actual "compilation". But OpenCode, powered by ChatGPT 5.5, saw async functions and just dumped one big procedural function. What confused me even more was that even after refining and explaining the exact way to do it, it could only barely follow the intended pattern and kept slipping back into big procedural blocks... and in the end I just did it myself and let the stupid clanker review the code.

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Feedback That Actually Works

2026-04-13

 

Feedback is one of those things everyone agrees is important, yet it is often done poorly. In practice, it either comes too late, lands badly, or quietly turns into criticism that nobody asked for. When done well, however, feedback becomes one of the most effective tools for growth, both individually and within teams.

What follows is not a rigid framework, but a set of principles that make feedback more human, more effective, and ultimately more useful.

Feedback without consent is not feedback. It is unsolicited criticism.

That distinction matters more than it may seem. Feedback is a collaborative act. It only works when both sides are willing participants. Before offering feedback, ensure the other person actually wants it. A simple “Is now a good time for some feedback?” is often enough.

Even in scheduled settings like reviews or one-on-ones, do not assume readiness. People bring their day with them. A quick check-in helps you gauge whether the moment is suitable.

It also helps to clarify intent upfront. A short framing like “I’m sharing this because I think it will help you with X” creates context and reduces defensiveness. It signals that the goal is constructive, not judgmental.

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GPT Code Review

2024-04-16

 

In my hobby and open source projects, I often work alone. This can result in becoming somewhat insulated while working in my own bubble. Some time ago, I began using a pull request workflow with self-review. This method has proven quite effective, though occasionally, minor oversights still slip through the cracks.

Recently, with the rise of large language models (LLMs) like ChatGPT, we have access to remarkable language understanding tools. I've now automated the process to submit a code review request for every pull request I make.

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