No. 64July 2026

Distributed systems, language models and the machinery underneath

0xKishan, the latest posts by Kishan Kumar

Language models · 10 min read

What Are Word Embeddings, Anyway?

Meaning is not typed in by anyone. It falls out of a prediction game played over billions of sentences, and the leftover geometry is what we call an embedding.

By Kishan Kumar ·

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Also in this issue

  1. Language models · 12 min

    What Are Tokens in an LLM, Anyway?

    The algorithm behind GPT's tokenizer is called BPE, byte pair encoding.

  2. Language models · 6 min

    Don't Let AI Make You Artificial

    We use LLMs in almost every part of our life.

  3. Distributed systems · 25 min

    Designing The Webhook Delivery System

    A webhook is a lightweight, event-driven mechanism that allows one application to automatically send real-time data to another via HTTP (typically a POST request) immediately when a specific event occurs.

  4. Distributed systems · 30 min

    Design a News Aggregator System

    A news aggregator — like Google News, Apple News, or Flipboard — is a digital service that continuously collects news articles from thousands of publishers around the world, processes and organizes them, and presents them to users in a unified, scrollable feed.

Fig. From the cover story, “What Are Word Embeddings, Anyway?”

About the writer

Kishan Kumar in sunglasses, in black and white

Kishan Kumar

Senior Software Engineer · PhonePe

Senior software engineer at PhonePe. I write long explainers on distributed systems, language models, Java and blockchains.

I've spent over six years building systems at scale. At PhonePe I lead the logging charter, which handles around 65 TB of logs a day.

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Currently reading

  1. 2017 · Vaswani et al.

    Attention Is All You Need

  2. 2003 · Ghemawat, Gobioff, Leung

    The Google File System

  3. 2007 · DeCandia et al.

    Dynamo: Amazon's Highly Available Key-value Store

  4. 2011 · Yuval Noah Harari

    Sapiens: A Brief History of Humankind