shyney7

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.

shyney7

shyney7

import dash
from dash import dcc, html
from dash.dependencies import Input, Output, State
from dash.exceptions import PreventUpdate
import dash_bootstrap_components as dash_bs
import plotly.graph_objs as go
# import pandas as pd
import datetime
from time import sleep
from collections import deque

shyney7

/*
  WebSerialLite Demo AP
  ------
  This example code works for both ESP8266 & ESP32 Microcontrollers
  WebSerial is accessible at 192.168.4.1/webserial URL.

  Author: HomeboyC
*/
#include <Arduino.h>
#if defined(ESP8266)

shyney7

alias: pixelclock_spotify
description: ""
trigger:
  - platform: state
    entity_id: media_player.spotify_vistagamer
condition: []
action:
  - choose:
      - conditions:
          - condition: state

shyney7

// A simple quickref for Eigen. Add anything that's missing.
// Main author: Keir Mierle

#include <Eigen/Dense>

Matrix<double, 3, 3> A;               // Fixed rows and cols. Same as Matrix3d.
Matrix<double, 3, Dynamic> B;         // Fixed rows, dynamic cols.
Matrix<double, Dynamic, Dynamic> C;   // Full dynamic. Same as MatrixXd.
Matrix<double, 3, 3, RowMajor> E;     // Row major; default is column-major.
Matrix3f P, Q, R;                     // 3x3 float matrix.

shyney7

marcel@ubuntu:~/Documents/libtorch-cross-RTOS-test/build$ source ~/qnx700/qnxsdp-env.sh 
QNX_HOST=/home/marcel/qnx700/host/linux/x86_64
QNX_TARGET=/home/marcel/qnx700/target/qnx7
MAKEFLAGS=-I/home/marcel/qnx700/target/qnx7/usr/include
marcel@ubuntu:~/Documents/libtorch-cross-RTOS-test/build$ cmake -DCMAKE_TOOLCHAIN_FILE=../cmake/qnx_7.0.0_linux_x86_64.cmake ..
-- The C compiler identification is GNU 5.4.0
-- The CXX compiler identification is GNU 5.4.0
-- Check for working C compiler: /home/marcel/qnx700/host/linux/x86_64/usr/bin/ntox86_64-gcc
-- Check for working C compiler: /home/marcel/qnx700/host/linux/x86_64/usr/bin/ntox86_64-gcc -- works

shyney7

marcel@ubuntu:~/Documents/libtorch_cross_test/build$ cmake -DCMAKE_TOOLCHAIN_FILE=../cmake/qnx_7.0.0_linux_x86_64.cmake ..
-- The C compiler identification is GNU 5.4.0
-- The CXX compiler identification is GNU 5.4.0
-- Check for working C compiler: /home/marcel/qnx700/host/linux/x86_64/usr/bin/ntox86_64-gcc
-- Check for working C compiler: /home/marcel/qnx700/host/linux/x86_64/usr/bin/ntox86_64-gcc -- works
-- Detecting C compiler ABI info
-- Detecting C compiler ABI info - done
-- Detecting C compile features
-- Detecting C compile features - done
-- Check for working CXX compiler: /home/marcel/qnx700/host/linux/x86_64/usr/bin/ntox86_64-c++

shyney7

marcel@ubuntu:~/Documents/libtorch_cross_test/build$ source ~/qnx700/qnxsdp-env.sh 
QNX_HOST=/home/marcel/qnx700/host/linux/x86_64
QNX_TARGET=/home/marcel/qnx700/target/qnx7
MAKEFLAGS=-I/home/marcel/qnx700/target/qnx7/usr/include
marcel@ubuntu:~/Documents/libtorch_cross_test/build$ make
[ 50%] Building CXX object CMakeFiles/example-app.dir/main.cpp.o
In file included from /home/marcel/Documents/libs/libtorch/include/c10/core/Allocator.h:4:0,
                 from /home/marcel/Documents/libs/libtorch/include/ATen/ATen.h:3,
                 from /home/marcel/Documents/libs/libtorch/include/torch/csrc/api/include/torch/types.h:3,
                 from /home/marcel/Documents/libs/libtorch/include/torch/csrc/api/include/torch/data/dataloader_options.h:4,

shyney7

marcel@ubuntu:~/Documents/libtorch_cross_test/build$ make
Scanning dependencies of target example-app
[ 50%] Building CXX object CMakeFiles/example-app.dir/main.cpp.o
In file included from /home/marcel/qnx700/target/qnx7/usr/include/c++/v1/algorithm:628:0,
                 from /home/marcel/qnx700/target/qnx7/usr/include/c++/v1/string:439,
                 from /home/marcel/qnx700/target/qnx7/usr/include/c++/v1/__locale:15,
                 from /home/marcel/qnx700/target/qnx7/usr/include/c++/v1/ios:216,
                 from /home/marcel/qnx700/target/qnx7/usr/include/c++/v1/iostream:38,
                 from /home/marcel/Documents/libtorch_cross_test/main.cpp:1:
/home/marcel/qnx700/target/qnx7/usr/include/c++/v1/memory: In instantiation of 'struct std::__1::allocator_traits<std::__1::allocator_traits<std::__1::allocator<std::__1::pair<c10::IValue, c10::IValue> > >::rebind_alloc<ska_ordered::detailv3::sherwood_v3_entry<std::__1::pair<c10::IValue, c10::IValue> > > >':