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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.

@Ocramius
Ocramius / handling-optional-input-fields-with-type-safe-abstractions.md
Last active January 22, 2025 09:32
Handling optional input parameters in PHP with `vimeo/psalm` and `azjezz/psl`

Handling optional input parameters in PHP with vimeo/psalm and azjezz/psl

I had an interesting use-case with a customer for which I provide consulting services: they needed multiple fields to be marked as "optional".

Example: updating a user

We will take a CRUD-ish example, for the sake of simplicity.

For example, in the following scenario, does a null $description mean "remove the description",

@Ocramius
Ocramius / git-flow_vs_github-flow.md
Created October 7, 2022 08:38
Git-flow vs GitHub-flow

Git-flow vs GitHub-flow

What we want

A list of requirements:

  • stakeholders expect a list of provided features, every few days, in a human-friendly report
  • every change must have been reviewed, before being deployed
  • every change must have passed our automated checks, before being deployed
  • every change must have been verified by QA staff, before being deployed
@alcaeus
alcaeus / in_array_vs_isset_vs_array_key_exists.php
Created July 14, 2017 08:39
Performance comparision: in-array vs. isset vs. array_key_exists
<?php declare(strict_types = 1);
function testPerformance($name, Closure $closure, $runs = 1000000)
{
$start = microtime(true);
for (; $runs > 0; $runs--)
{
$closure();
}
$end = microtime(true);
@Ocramius
Ocramius / README.md
Last active January 5, 2026 01:21
`__invoke` vs `function` vs `Closure`
@tuxfight3r
tuxfight3r / 01.bash_shortcuts_v2.md
Last active May 22, 2026 00:14
Bash keyboard shortcuts

Bash Shortcuts

visual cheetsheet

Moving

command description
ctrl + a Goto BEGINNING of command line