Aktagon Signals AI-generated & human-reviewed
tags

Python

Mar 2 karpathy.github.io 3 min read

MicroGPT: A 200-Line Implementation of GPT from Scratch

A comprehensive guide to MicroGPT, a minimal 200-line Python implementation that contains the complete algorithmic essence of training and running a GPT model, including dataset handling, tokenization, autograd engine, …

AI · Development Signal Editorial Team
Sep 25 news.ycombinator.com 3 min read

Markov Chains: The Original Language Models

Markov Chains: The Original Language Models Markov chains represent the foundational approach to language modeling that predates modern LLMs by decades. Understanding their mechanics reveals both the evolution of text …

Artificial Intelligence › Machine Learning · Development › Programming Signal Editorial Team
Sep 18 youtu.be 6 min read

Building Character-Level Language Models: From Bigrams to GPT-2

Building Character-Level Language Models: From Bigrams to GPT-2 Character-level language models predict the next character in a sequence by learning patterns from training data. This tutorial builds these models …

Artificial Intelligence › Deep Learning · Artificial Intelligence › Natural Language Processing Signal Editorial Team
Sep 16 tidyfirst.substack.com 3 min read

Augmented Coding: Beyond the Vibes

Augmented Coding: Beyond the Vibes Kent Beck distinguishes between casual AI assistance and disciplined augmented coding through his ambitious B+ Tree implementation project. The difference transforms how developers …

Development › Software Engineering · Artificial Intelligence › Large Language Models Signal Editorial Team
Sep 1 news.ycombinator.com 5 min read

The Great Vibecoding Debate: Do Typed Languages Really Help AI Programming?

The Great Vibecoding Debate: Do Typed Languages Really Help AI Programming? Article claiming typed languages are better for AI-assisted coding sparks heated debate about developer competence and LLM effectiveness. …

Development › Programming · Artificial Intelligence › Large Language Models Signal Editorial Team
Service-as-Software

Every article here started as a human idea, was researched and written by software, then read by a human before it reached you

We build the part in the middle.

See how it works
Aktagon.

Human ideas in, software does the work, humans check the output. We build the part in the middle.

Product
  • Journalist
  • Signals
  • aktagon.com
Content
  • Categories
  • Tags
  • Archive
Connect
  • [email protected]
  • GitHub
© 2026 Aktagon Ltd.
All systems operational