#python

👋 I'm 13. I run a software company by myself. No co-founder. No backend team. No investors. No...

The MoE was the hard one: a dual-path FFN, a sparse expert loop that won't trace, and a bug where the device output was empty while the CPU reference was perfect and every unit test passed.

Porting Gemma-4 31B (dense) to AWS Inferentia2: the tensor-parallel recipe that worked at 12B collapses at 31B, NxD ModelBuilder saves it — and then a passing validation lies to your face.

I run a lot of RAG pipelines. And for a while, I was doing what most people do: retrieve the top-k...

Most prompt compression discussions focus on the happy path: you have a long RAG context, you trim it...

I already had a resume download gate — email required, signed link, 15-minute expiry, presigned S3...

Here's the dirty secret of password security: those little bars that turn green when you add an...

This is one of the most commonly misused Python features and it fails silently, which makes it...

In the previous article I wrote: "Mechanizability-scanner. Building this next." And: "Cross-model...

How machine learning supports aircraft maintenance using operational data. Key...

The path to becoming a software developer isn't always a straight line. For me, it has been a journey...

# What If GitHub Stopped Tracking Code and Started Tracking Thought? Artificial Intelligence is...