coffin coffin5257

I wrote an in-depth research prompt to conduct a GPT-Deep-Research on the Manus topic, seeking to replicate it with currently available open source tools. This is the result:

TLDR: Manus AI Agent Report

Manus is an autonomous AI agent built as a wrapper around foundation models (primarily Claude 3.5/3.7 and Alibaba's Qwen). It operates in a cloud-based virtual computing environment with full access to tools like web browsers, shell commands, and code execution. The system's key innovation is using executable Python code as its action mechanism ("CodeAct" approach), allowing it to perform complex operations autonomously. The architecture consists of an iterative agent loop (analyze → plan → execute → observe), with specialized modules for planning, knowledge retrieval, and memory management. Manus uses file-based memory to track progress and store information across operations. The system can be replicated using open-source components including CodeActAgent (a fine-tuned Mistral model), Docker for sandbox

	I wasn't first to get the key. Nor was I second, third, or even fourth. I'm probably not even the
	10th to get it (ok, looks like I was the 8th.) But I'm happy that I was able to prove to myself
	that I too could do it.

	First, I have to admit I was a skeptic. Like the handful of other dissenters, I had initially
	believed that it would be highly improbable under normal conditions to obtain the private key
	through exploiting Heartbleed. So this was my motivation for participating in Cloudflare's
	challenge. I had extracted a lot of other things with Heartbleed, but I hadn't actually set out to
	extract private keys. So I wanted to see first-hand if it was possible or not.

	#!/usr/bin/python

	# Quick and dirty demonstration of CVE-2014-0160 by Jared Stafford (jspenguin@jspenguin.org)
	# The author disclaims copyright to this source code.

	import sys
	import struct
	import socket
	import time
	import select