Blog

How I'd Bring Discipline to AI-Assisted Coding at Team Scale

I've been vibe coding solo for over a year — fast, no process overhead, just me and the tools. Then people kept asking: how does that discipline survive once it's a team, not just you? Turns out I'd already built an answer for workfOS, without knowing there was a name for it: Spec-Driven Development. A friend at Fannie Mae mentioned a tool called OpenSpec, and comparing notes was humbling in the right way. Wrote up what my homegrown process gets right, what the tooling gets right, and where they need to meet.

workfOS: A Temp Agency for AI Workers

What workfOS is, why it isn’t another ChatGPT wrapper, and how specialized AI workers fit the jobs your business actually needs.

LLM Tools: The New Interface Between Code and Language - Part 1

Remember when GUI programming meant wiring up callbacks in X/Motif or WinForms? Fast-forward to 2025, and large language models are doing something surprisingly similar—with tools that look like your old code, just triggered by natural language. Welcome to the callback renaissance.

Artificial Intelligence is Increasingly Being Used Within Politics, But Should We Be Allowing It?

Artificial Intelligence is increasingly being used by politicians and institutions for beneficial and malicious ends despite rampant misinformation and corruption. The American people must educate themselves and deliberate on whether and what types of AI should be used in our democracy.

Beyond the Prompt: Designing AI Experiences with Gradio

In the age of AI, models are powerful. But without a UI, they’re locked in a black box. Discover how Gradio lets your models speak, draw, and come alive—with just a few lines of Python.

Hugging Face Is the New GitHub for LLMs

Hugging Face is the new GitHub for LLMs. These are the famous words of Andrej Karpathy. Software has undergone a rapid transformation in the last few years. And now, English is the new programming language.

Fitting Cyclic Data and Handling Time-Series Data

Modeling time series data can be challenging, mainly when it exhibits both cyclical and trending characteristics. A friend’s challenge turned into an exciting hands-on experiment where I uncovered how the right combination of feature engineering and activation functions can unlock surprisingly accurate predictions.

Qubits and Grover's Algorithm

Unlike ordinary bits, qubits can exist in a superposition and convey secrets through entanglement, unlocking the fascinating and powerful world of quantum computing.