Raza AlmostEfficient

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.

title: "CLI & SDK quickstart" description: "This quickstart guide will show you how to use the CLI and the SDK to send SOL." keywords:

solana cli send transaction
send SOL using SDK
transfer SOL using CLI
set up Solana Javascript SDK

	const preparePaymentIntent = async (amount: string, recipientAddress: string) => {
	if (!smartAccount) {
	throw new Error('No smart account found. Create one first.');
	}

	if (!isValidSolanaAddress(recipientAddress)) {
	throw new Error('Invalid recipient address');
	}

	try {

	import React, { createContext, useContext, useEffect, useState } from 'react';
	import { GridSmartAccount, GridKyc, gridService } from '../grid';
	import AsyncStorage from '@react-native-async-storage/async-storage';
	import { usdcToBaseUnits, usdcFromBaseUnits, formatUSDC, isValidSolanaAddress } from '../../utils/helpers';
	import { useTurnkey } from './TurnkeyContext';
	import { useTurnkey as useTurnkeySDK, TurnkeyClient, PasskeyStamper } from '@turnkey/sdk-react-native';
	import { useAuth } from './useAuth';
	import { walletsApi } from '../wallets';
	import { isDev } from '../app';
	import { TURNKEY_CONFIG } from '../constants';

	import { Turnkey } from '@turnkey/sdk-server';
	import { logger } from '../utils/logger.js';
	import fetch from 'node-fetch';

	const turnkey = new Turnkey({
	apiBaseUrl: process.env.TURNKEY_API_BASE_URL \|\| 'https://api.turnkey.com',
	apiPrivateKey: process.env.TURNKEY_API_PRIVATE_KEY,
	apiPublicKey: process.env.TURNKEY_API_PUBLIC_KEY,
	defaultOrganizationId: process.env.TURNKEY_ORGANIZATION_ID,
	});

	import { serve } from "https://deno.land/[email protected]/http/server.ts";
	import { Turnkey } from "npm:@turnkey/sdk-server";
	import { corsHeaders } from "../_shared/cors.ts";

	const turnkey = new Turnkey({
	apiBaseUrl: "https://api.turnkey.com",
	apiPrivateKey: Deno.env.get("TURNKEY_API_PRIVATE_KEY")!,
	apiPublicKey: Deno.env.get("TURNKEY_API_PUBLIC_KEY")!,
	defaultOrganizationId: Deno.env.get("TURNKEY_ORGANIZATION_ID")!,
	});

	import {TOKEN_2022_PROGRAM_ID, TOKEN_PROGRAM_ID} from '@solana/spl-token'
	import {useConnection, useWallet, WalletContextState} from '@solana/wallet-adapter-react'
	import {
	Connection,
	LAMPORTS_PER_SOL,
	PublicKey,
	SystemProgram,
	TransactionMessage,
	TransactionSignature,
	VersionedTransaction,

	// "@solana/web3.js": "^1.87.6",
	import { Connection, Keypair, clusterApiUrl } from '@solana/web3.js';
	import dotenv from 'dotenv';
	dotenv.config();

	const connection = new Connection(clusterApiUrl('devnet'), 'confirmed');

	const payerSecretKey = JSON.parse(process.env.PAYER);
	const payer = Keypair.fromSecretKey(Uint8Array.from(payerSecretKey));

	import pyaudio
	import numpy as np
	import os
	import time
	import ctypes
	from colorama import Fore, Back, init

	# Initialize colorama
	init(autoreset=True)

	use solana_program::{
	account_info::{AccountInfo},
	entrypoint,
	entrypoint::ProgramResult,
	msg,
	pubkey::Pubkey,
	};

	entrypoint!(process_instruction);