Rajendarreddy Jagapathi rajendarreddyj

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.

name	ux-flow-plan
description	Create UX-first plans as flow trees, then attach concrete function names, files, and implementation anchors after the high-level flow is clear.
user-invocable	true

UX Flow Plan

Create a high-level architecture plan that starts from the user experience and only then maps to code-level anchors.

name	prepare-branch-context
description	Analyze the current branch's diff from main and related PR to build context for followup requests
user-invocable	true

Prepare Branch Context

Build a comprehensive understanding of the current branch so you can handle followup requests with full context.

name	code-refactor-review
description	Reviews code changes for reuse, composition, codebase consistency, and slop. Use when asked to review PRs/diffs, check code reuse, composition, cleanliness, or whether code fits the codebase.

Code Refactor Review

Review code changes the way Sahaj usually asks for review: go deep on reuse, composition, codebase consistency, and anything that reads like slop.

First Pass

OpenClaw Prompts - Build Your Own AI Assistant

Prompts to recreate each piece of the OpenClaw system. Use these with any AI coding assistant.

1. Personal CRM "Build a personal CRM that automatically scans my Gmail and Google Calendar to discover contacts from the past year. Store them in a SQLite database with vector embeddings so I can query in natural language ('who do I know at NVIDIA?' or 'who haven't I talked to in a while?'). Auto-filter noise senders like marketing emails and newsletters. Build profiles for each contact with their company, role, how I know them, and our interaction history. Add relationship health scores that flag stale relationships, follow-up reminders I can create, snooze, or mark done, and duplicate contact detection with merge suggestions. Link relevant documents from Box to contacts so when I look up a person, I also see related docs."

2. Meeting Action Items (Fathom)

When configuring Apache Tomcat, you can use multiple mechanisms to set JVM parameters, system properties, and environment variables. Each has a specific role and scope.

#Catalina Options (CATALINA_OPTS)

✅ Purpose:

Used for setting JVM options specific to Tomcat runtime (startup and shutdown).
Typically configured in setenv.sh (Linux/macOS) or setenv.bat (Windows).

✅ Common Uses:

Install Tomcat as a service on Linux

Download Tomcat from the Apache website.
Unpack in /opt/apache-tomcat-x.y.z. E.g. /opt/apache-tomcat-8.5.6.
You'll need a terminal and root access.

Create Tomcat user with restricted permissions

How to create a new user and remove the `pi` user on a Raspberry Pi

Note: This has been tested in Rasbian Buster released on 2019-06-20

Important: replace jeremy below with whatever username you'd like as your new user.

sudo adduser jeremy
- You will be asked to enter a password
- When filling out basic information about the user, you may leave it blank

	FROM mcr.microsoft.com/windows:1903 AS build

	WORKDIR C:\\odtsetup
	ADD https://download.microsoft.com/download/2/7/A/27AF1BE6-DD20-4CB4-B154-EBAB8A7D4A7E/officedeploymenttool_11617-33601.exe odtsetup.exe
	RUN odtsetup.exe /quiet /norestart /extract:C:\\odtsetup

	FROM mcr.microsoft.com/windows:1903 AS download

	WORKDIR C:\\odtsetup
	COPY --from=build C:\\odtsetup\\setup.exe .

	# This contains two lines (#4, #7) which will be run as an encoded PowerShell command inside a Visual Basic Script (VBScript) scheduled task below.

	# Check if 'updateJDK.vbs' is already running in another process; if so, let's quit and just let that finish the task
	Get-Process -Name 'WScript' \| foreach{if($_.CommandLine -imatch 'updateJDK.vbs' -and $_.Id -ne $PID){ exit } }

	# We will update the %JAVA_HOME% path upon observing discrepency between the newest available JDK (local directory) and the %JAVA_HOME%
	$jdk = Get-ChildItem (Resolve-Path 'C:\Program Files\AdoptOpenJDK\') -Depth 0 -Directory \| Sort-Object -Property LastWriteTime -Descending \| Select-Object -First 1; if(($null -ne ([System.Environment]::GetEnvironmentVariable('JAVA_HOME'))) -and ($env:JAVA_HOME -ne $jdk)) { [System.Environment]::SetEnvironmentVariable('JAVA_HOME',$($jdk.FullName),[System.EnvironmentVariableTarget]::User) }

	# Whenever we change the script (i.e., the above line of PowerShell commands), we generate the new encoded command