ruvnet

Crypto Trading Bot with Narrative Prediction Strategy

Introduction

This project implements a profit-taking crypto trading bot specifically designed for Crypto.com. By leveraging narrative-based predictions using liteLLM, this bot aims to enhance exit and reinvestment decisions. Recent research has shown that narrative forecasting—using storytelling techniques to frame predictions—significantly improves the accuracy of language model predictions in financial forecasting, with up to an 80% accuracy improvement in some scenarios. This approach combines both technical analysis and narrative-based market sentiment for a unique and optimized trading strategy.

Approach

1. Purchase Price Tracking: This script maintains records of purchase prices for each asset in a structured database using SQLite and SQLAlchemy.
2. API Integration: The bot interacts with Crypto.com’s API to retrieve real-time market data and execute buy/sell orders.

pa-0

#Requires -Version 5.1
#Requires -Modules PowerShellForGitHub,PSMenu
Set-StrictMode -Version 3.0
$InformationPreference = 'Continue'

function Get-PrivateRelease {
	<#
		.SYNOPSIS
			Download a release from a GitHub repository.

pa-0

git add -A;git commit -m "🗑 Quick Commit"; git push;

pa-0

<#
.SYNOPSIS
Verifies that the file hash of a PowerShell open-source installer matches expected value.

.DESCRIPTION
Compares the file hash of a PowerShell open-source installation file to the expected file hash value. Supports
all installation file types, including msi, zip, rpm, deb, pkg, and tar.gz, beginning with installers for PowerShell
release 6.0.0.9.

To get a list of installer file names, but not test the file hash, use the ListOnly parameter.		

pa-0

/************************************************************************
 * @description Create an interface that allows users to customize hotkeys. 
 * @file SetHotkeyGui.ahk
 * @link https://github.com/nperovic
 * @author Nikola Perovic
 * @date 2024/04/22
 * @version 1.0.0
 ***********************************************************************/

#Requires AutoHotkey v2

ninmonkey

using namespace System.Collections.Generic

# the final command will be
# git clone --branch release/v7.4 --shallow-since=2024-07-07 https://github.com/PowerShell/PowerShell

$cloneUrl = 'https://github.com/PowerShell/PowerShell'
$Since = [datetime]::Now.AddDays(-30 )
$Branch = 'release/v7.4'
$binGit = Get-Command -Name 'git' -CommandType Application -ea 'stop' 
# this bypasses most aliases or functions named 'git'

ninmonkey

using namespace System.Collections.Generic

$RoboAppConf ??= @{
     Root = $PSScriptRoot | Get-Item
     Log  = @{
        Path = Join-Path (Get-item 'temp:') 'last-robocopy.log'
     }
}
    
function Invoke-Robocopy {    

pa-0

rem execute as an Administrator

rem based on http://www.windowsdevcenter.com/pub/a/windows/2005/02/08/NTFS_Hacks.html
ram based on https://docs.microsoft.com/en-us/previous-versions/windows/it-pro/windows-2000-server/cc938961(v=technet.10)

rem http://archive.oreilly.com/cs/user/view/cs_msg/95219 (some installers need 8dot3 filenames)
rem disable 8dot3 filenames
ram Warning: Some applications such as incremental backup utilities rely on this update information and do not function correctly without it.
fsutil behavior set disable8dot3 1

pa-0

#!/usr/bin/env bash

# This script clones all repos in a GitHub org and pushes to the upstream
# It requires the GH CLI: https://cli.github.com
# It can be re-run to collect new repos and pull the latest changes

set -euo pipefail

USAGE="Usage: gh-clone-org <user|org> <target>"

pa-0

rm srv1.xlsx -ErrorAction Ignore

[xml](gc .\srv1.mbsa) | % secscan | 
    Export-Excel srv1.xlsx -AutoSize -TableName table -Show

# Read the new spreadsheet
# Import-Excel .\srv1.xlsx

# read, export to csv
# Import-Excel .\srv1.xlsx | Export-Csv -NotType srv1.csv