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Honza Stepanovsky hhhonzik

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LLM Wiki

A pattern for building personal knowledge bases using LLMs.

This is an idea file, it is designed to be copy pasted to your own LLM Agent (e.g. OpenAI Codex, Claude Code, OpenCode / Pi, or etc.). Its goal is to communicate the high level idea, but your agent will build out the specifics in collaboration with you.

The core idea

Most people's experience with LLMs and documents looks like RAG: you upload a collection of files, the LLM retrieves relevant chunks at query time, and generates an answer. This works, but the LLM is rediscovering knowledge from scratch on every question. There's no accumulation. Ask a subtle question that requires synthesizing five documents, and the LLM has to find and piece together the relevant fragments every time. Nothing is built up. NotebookLM, ChatGPT file uploads, and most RAG systems work this way.

@Geczy
Geczy / readme.md
Last active May 12, 2026 06:21
Migrate Coolify to a new server
deleting data:
select master_modify_multiple_shards(‘delete from github_events where created_at >= ''2015-01-01 00:00:00’’’)
join:
citus.large_table_shard_count default value 4 treat as large table , evaluates several possible join order require minimum data to be transferred across network
broadcast join:
replicate the small table
co-located joins:
@danguita
danguita / osx-development-setup.md
Last active June 2, 2016 13:37
Set up your shiny OSX for development
@Munter
Munter / falconeers.less
Created July 19, 2013 08:45
This gist shows the development less file of Falcon Social. Profile images are individual images, which are anotated to be sprited in the production build post process. [See the resulting image here](http://global.falconsocial.com/static/69ab1fb324.png). This gives you the power to use images in different modules across the application without h…
.falconeer-profile {
.profile {
margin-top: 8px;
width: 92px;
height: 92px;
background-repeat: none;
}
&#ulrik {
.profile { background-image: url(/images/falconeers/Ulrik-side.png?sprite=falconeers); }