Pavan kumar knvpk

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 tensorflow as tf
	import numpy as np

	corpus_raw = 'He is the king . The king is royal . She is the royal queen '

	# convert to lower case
	corpus_raw = corpus_raw.lower()

	words = []
	for word in corpus_raw.split():

	#!/bin/sh
	# Example usage:
	# ./generateAndroidDrawables.sh my_image.png 140 /absolute/path/to/android/res/drawables
	#
	# Will generate 140dp android drawables for 6 DPI on out/my_image.png/ directory.
	# Be sure your original image has sustainable resolution for xxxhdpi drawable,
	# which is 140 x 4 PX in case of this example.
	#
	# Requires ImageMagic
	# SVG conversion recommended to be done with Inkscape:

	/*
	* MIT LICENSE
	* Copyright (c) 2009-2011 Devon Govett.
	*
	* Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated
	* documentation files (the "Software"), to deal in the Software without restriction, including without limitation
	* the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the Software,
	* and to permit persons to whom the Software is furnished to do so, subject to the following conditions:
	*
	* The above copyright notice and this permission notice shall be included in all copies or substantial portions