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oreoro

This is my personal website, where I keep the code notes, implementation details, and technical ideas I work through outside normal project work.

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Latest posts

Data Compression Explained: A Visual Guide to the Whole Book

An illustrated whole-book study guide to Matt Mahoney's Data Compression Explained, covering information theory, benchmarks, coding, modeling, transforms, and lossy media compression.

Iran-USA War, Told Through Tweets (2026)

A polished, personal blog-style archive of the 2026 Iran-USA war as it appeared through X posts: the first strikes, Hormuz, the ceasefires, the memorandum, and the June 20 argument over what peace now means.

How LLMs Actually Work: A Friendly Map for Humans

A plain-English, visual guide to tokenization, embeddings, attention, transformer layers, and next-token prediction, with optional technical notes and tiny code examples.

The 2026 AI Landscape: A Hacker's Deep Dive 🤖

Everything you need to understand the current AI moment, from transformers to agents, RAG pipelines to MCP, and every buzzword in between.

API pagination: cursor vs offset

When to use cursor pagination and how to implement it safely.

TLS in plain English

What happens during a TLS handshake, without the math.

Docker layers: 6 rules for smaller images

A tiny checklist to cut build time and image size.