Blog

I was feeding my LLM clean, accurate audio data. The responses were still wrong — not factually, but interpretively. Here's the system I built to fix that.

The AI analyzed a track's harmony and called it 'wandering.' A musician would call it style-consistent. The data was right. The interpretation was wrong. That's not a model problem — it's a context engineering problem.

LLMs are creating a new level of abstraction on top of our programming languages. But the real question isn't what AI can automate — it's whether we'll finally build social platforms that don't repeat the same structural mistakes.

LLM-integrated IDEs get backlash for pushing developers out of jobs and producing broken or poor quality code. But the real picture is more complicated — and more interesting.

AI is changing a lot in the creative industry. But I don't believe it's coming for every job — unlike what Sam Altman believes. Here's why storytelling remains a skill only you can develop.

LLMs like ChatGPT have been hyped since 2022, and even I got swept up in it for a while. Here's my take on where it's really going — and why the creative economy isn't going anywhere.