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Răzvan Ionescu ionescu77

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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.

import asyncio
from decimal import Decimal
from typing import List, Dict
import pandas as pd
from tastytrade import Session, DXLinkStreamer
from tastytrade.dxfeed import Quote
import os
@entirelymagic
entirelymagic / gist:14c91321a35e69bc7bccd3ae398fa65b
Created January 18, 2022 10:42
Very simple HTTP server in python for logging requests
"""
KEONN - Very simple HTTP server in python for logging requests
Usage::
./server.py [<port>]
python3.9 httpServer.py 8000
"""
import sys
if str(sys.version)[0] == '3':
from http.server import BaseHTTPRequestHandler, HTTPServer
@trungvose
trungvose / nx-structure-angular-nestjs.md
Last active August 26, 2026 11:22
Nx workspace structure for NestJS and Angular

Nx

https://nx.dev/

Nx is a suite of powerful, extensible dev tools to help you architect, test, and build at any scale — integrating seamlessly with modern technologies and libraries while providing a robust CLI, caching, dependency management, and more.

It has first-class support for many frontend and backend technologies, so its documentation comes in multiple flavours.

Principles

@ggets
ggets / tbw.sh
Created February 14, 2021 15:00
Read TBW script for Samsung 860 Evo (and Pro) drives for Windows and Linux
#!/bin/bash
################################################################################
### TBW for Samsung SSD ###
### -by GGetsov ###
### ------------------------------------------------------------------------ ###
### Requires: Cygwin, bash (with arrays support), bc, smartctl ###
################################################################################
arrtest[0]="1"||(echo "Failure: arrays not supported in this version of bash."&&exit 2)
#var
ver="0.2.4"
@D4R4
D4R4 / l2tp_vpn_client
Created June 10, 2020 15:45
L2TP VPN Client setup on CentOS 7
Go step-by-step through following instructions to set up L2TP/IPSec VPN on Centos 7.
To set up the VPN client on centos 7, first install the following packages:
yum -y install epel-release
yum -y install strongswan xl2tpd
Create VPN variables (replace with actual values):
VPN_SERVER_IP='your_vpn_server_ip'
@pR0Ps
pR0Ps / unifi-update.sh
Last active September 24, 2022 19:10
Update a UniFi Controller installation on Alpine Linux
#!/bin/sh
####################################
# Update a UniFi Controller installation on Alpine Linux
#
# Assumes that the unifi service can be manipulated with "rc-service unifi <start/stop>"
#
# For initial installation see https://wiki.alpinelinux.org/wiki/UniFi_Controller
# Additional steps:
# - apk add --no-cache libc6-compat
@prudnikov
prudnikov / atomic_viewsets.py
Created December 17, 2019 09:55
Django Rest Framework Atomic ViewSet and Mixin.
from django.db import transaction
from rest_framework import mixins
from rest_framework.viewsets import GenericViewSet
__all__ = ['AtomicCreateModelMixin', 'AtomicUpdateModelMixin', 'AtomicDestroyModelMixin',
'AtomicModelViewSetMixin', 'AtomicModelViewSet']
class AtomicCreateModelMixin(mixins.CreateModelMixin):
<div class="row" style="margin-bottom: 12px;">
<div class="col-md-12" style="text-align: center;">
This page will refresh in <div class="time">{{minutes}}</div> Min <div class="time">{{seconds}}</div> Sec
</div>
</div>
@martinec
martinec / .gitignore.local for gitignore.io
Last active May 11, 2021 14:19
.gitignore.local for gitignore.io
git config --global alias.ignore-create '!gi() { \
if [ $# -eq 0 ]; then \
echo "Usage: git ignore-create list-item,...\n" ;\
echo "Avalaible list items:" ;\
curl -sL "https://www.gitignore.io/api/list" | tr -d "\n" ;\
echo "" ;\
else \
echo "# DO NOT EDIT THIS FILE" ;\
echo "# Put your local changes on .gitignore.local, then\n" ;\
echo "# To update type: git ignore-update" ;\