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Today I Learned

Short notes capturing day-to-day learnings.

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Today I Learned

AWS Service Comparison and Cheat Sheet

Note: these were created primarily with ChatGPT, Claude and Gemini, with a bit of back and forth prompting, pasting in AWS docs and correcting things. AWS main topology and infrastructure options Feature AWS Regions AWS …

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Today I Learned

Introduction to TypeScript

I recently started work on a new project and started transitioning the JavaScript into TypeScript, so thought I'd write some notes. TypeScript is made by Microsoft and basically enhances JavaScript by adding a whole load…

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Today I Learned

Dokku Setup

This is an overview of how to get a server set up running Dokku, with wildcard domains. Out the box Dokku image from DigitalOcean: https://marketplace.digitalocean.com/apps/dokku Locally Git setup: DOKKU_HOST=ssh.example…

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Today I Learned

Distributing Python Packages on PyPI

I ran through Packaging Python Projects today to get Clipea installable with pip install clipea-cli. (I originally wrote Clipea in PHP to get it working quickly but someone kindly ported it to Python.) pip packages are h…

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Today I Learned

How til.dave.engineer works

The site is a basic Eleventy site. You can install with npm install and build with npm run build. Use npm run serve for development. Most of the code that turns the repo of markdown files into a website is in .eleventy.j…

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Making a custom "GPT" for ChatGPT

First thing's first: GPT stands for Generative Pre-trained Transformer but for some reason OpenAI have reused the name for one of their products. What's a Generative Pre-trained Transformer really? These are artifical ne…

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Getting started with Amazon Lex

Today, I was setting up an Amazon Lex chatbot and came across a couple of challenges. In simple terms, Amazon Lex is like a more structred version of ChatGPT. It uses advanced natural language understanding (NLU) and aut…

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Today I Learned

CSS Variables

Revisiting CSS: A Pleasant Surprise I don't often write CSS. To my surprise, I discovered that modern CSS now has its own native variables, known as Custom Properties. These are now widely supported across all major brow…

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Today I Learned

Tidy up local and remote branches in git

Your remote tracking branches This cleans up the big origin list you get when you do git branch --remote git remote prune origin Local branches that have been merged This removes your local branches that have been merged…

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Today I Learned

GPUs are non-deterministic

This means they can do the same calculation twice and get different answers. Be careful if you use GPUs for security related things. This is because of how floating point arithmetic works in CPUs/GPUs - the same thing th…

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Today I Learned

Vector Databases Overview

I was having a look around at vector databases to have a play with document search and realised that suddenly there's support all over the place for them, even from the big players. ELI5: geo databases query 2 dimensiona…

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