G_will Gwill

nof1.ai Alpha Arena 提示词工程逆向分析

逆向工程说明: 本文档基于 nof1.ai Alpha Arena 的公开文档、交易行为模式、API 响应格式和社区讨论,系统性地逆向推导出其 System Prompt 和 User Prompt 的完整结构，欢迎各路大佬戳戳评论，一起来进行这个有趣的实验。

我第一次用 Shazam 的时候，简直惊呆了。除了 GPS 功能和从楼梯摔下仍然没坏之外，能用一段音频片段识别歌曲是我所见过我手机能做到的最不可思议的事了。识别是通过一个叫音频特征识别的过程来实现的，例子包括：

	"""
	The most atomic way to train and inference a GPT in pure, dependency-free Python.
	This file is the complete algorithm.
	Everything else is just efficiency.

	@karpathy
	"""

	import os # os.path.exists
	import math # math.log, math.exp

	// 将设置放入此文件中以覆盖默认设置
	{
	"workbench.colorTheme": "Solarized Dark",
	"workbench.iconTheme": "vs-seti",
	"editor.fontFamily": "'Operator Mono', Menlo, Monaco, 'Courier New', monospace",
	"editor.fontSize": 20,
	"editor.renderWhitespace": "boundary",
	"files.trimTrailingWhitespace": true,
	"extensions.ignoreRecommendations": true,
	"files.exclude": {

	from ibapi.wrapper import EWrapper
	from ibapi.client import EClient
	from ibapi.utils import iswrapper
	from ibapi.common import *
	from ibapi.contract import *
	from ibapi.ticktype import *
	# Request IB Data in less than 50 lines of code
	class BasicApp(EWrapper, EClient):
	def __init__(self):
	EClient.__init__(self,self)

	from ibapi.client import EClient
	from ibapi.wrapper import EWrapper
	from ibapi.common import *
	from ibapi.contract import *

	class TestApp(EClient, EWrapper):
	def __init__(self):
	EClient.__init__(self, self)

	def error(self, reqId:TickerId, errorCode:int, errorString:str):

	import sys

	from ibapi.contract import *
	from ibapi.order import Order
	from ibapi import wrapper
	from ibapi.client import EClient

	contract = Contract()
	contract.symbol = "SIE"
	contract.secType = "STK"

	# Gist example of IB wrapper ...
	#
	# Download API from http://interactivebrokers.github.io/#
	#
	# Install python API code /IBJts/source/pythonclient $ python3 setup.py install
	#
	# Note: The test cases, and the documentation refer to a python package called IBApi,
	# but the actual package is called ibapi. Go figure.
	#
	# Get the latest version of the gateway:

	try:
	from http.cookies import SimpleCookie
	except ImportError:
	from Cookie import SimpleCookie

	headers = ('Set-Cookie: foo=bar; Domain=example.com; Path=/some/path',
	'Set-Cookie: baz=42; Domain=example.com; Expires=Thu, 12-Jan-2017 13:55:08 GMT; Path=/')

	cookies = SimpleCookie('\r\n'.join(headers))