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

local_backend: true


backend:
  name: github
  repo: <user>/repo
  branch: main

media_folder: "public/images/uploads"

machuwey

func deployMoaAccountSimple(participants: [Participant], threshold: Int) async throws -> (StarknetInvokeTransactionResponse, Felt) {
        guard let account_contract_class_hash = Felt(fromHex: "0x04ec7e8c3ece2ae9652611e1c329ad3d492aa52f23b681d50bdc65085f97dd59") else {
            throw TransactionError.errorParsinFelt
        }
        
        guard let privateKeyData = KeychainHelper.standard.retrievePrivateKey(service: "com.strapex.wallet", account: keychainAccountString!),
              let private_key_felt = Felt(privateKeyData) else {
            throw TransactionError.privateKeyNotFound
        }
        guard let address_felt = accountStore.address, let provider = accountStore.provider else {

machuwey

// Database configuration
datasource db {
  provider  = "postgresql"
  url       = env("DATABASE_URL")
  directUrl = env("DIRECT_URL")
}

// Prisma client generator 
generator client {
  provider = "prisma-client-js"

machuwey

import express from 'express';
import path from 'path';
import { BlockResponse, Connection } from '@solana/web3.js';
import { findFirstTransactionBlock } from './getFirstTransactionBlock';
import { createObjectCsvWriter } from 'csv-writer';
import fs from 'fs';
import Bottleneck from 'bottleneck';
import cliProgress from 'cli-progress';

// Environment Variables

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: