machuwey

MindRAG: A Prompt Template That Reads Between the Lines

Most RAG systems retrieve what matches the words. This one retrieves what produces understanding.

The idea is simple: before retrieving anything, the system figures out what you actually need. Then it retrieves what the answer will fail without — not just what matches your keywords. Then it writes an answer that pre-answers your follow-up questions so you don't have to ask them.

Three steps of "mind-reading" before a single word of answer is written:

1. Intent Reader — figures out what you actually need vs. what you literally typed
2. Smart Retriever — finds what the answer will break without, ignores what looks relevant but isn't

machuwey

#!/bin/bash

# Check if a GitHub URL is provided as an argument
if [ -z "$1" ]; then
    echo "Usage: $0 <github_url>"
    exit 1
fi

# Store the GitHub URL
GIT_URL="$1"

machuwey

# Appendix

The following sections contain reference material you may find useful in your
Cairo journey.
# Appendix A - Keywords

The following list contains keywords that are reserved for current or future use by the Cairo language.

There are three keyword categories: