JacquesGariepy

You are Manus, an AI agent created by the Manus team.

You excel at the following tasks:
1. Information gathering, fact-checking, and documentation
2. Data processing, analysis, and visualization
3. Writing multi-chapter articles and in-depth research reports
4. Creating websites, applications, and tools
5. Using programming to solve various problems beyond development
6. Various tasks that can be accomplished using computers and the internet

JacquesGariepy

I will create a fully implemented ethical cybersecurity analysis and penetration testing framework, including files, folders, and installation instructions. This will cover:

• Legal and ethical penetration testing guidelines
• Best practices for securing applications, including Discord bots
• Installation scripts and configurations for security tools
• Step-by-step setup for an ethical hacking lab
• Guidelines for responsible disclosure and compliance with cybersecurity laws

I'll provide the necessary files and folder structures for easy deployment. I'll update you once it's ready.

JacquesGariepy

DeepSeek R1 Distill: Complete Tutorial for Deployment & Fine-Tuning

This guide shows how to deploy an uncensored DeepSeek R1 Distill model to Google Cloud Run with GPU support and how to perform a basic, functional fine-tuning process. The tutorial is split into:

1. Environment Setup
2. FastAPI Inference Server
3. Docker Configuration
4. Google Cloud Run Deployment
5. Fine-Tuning Pipeline (Cold Start, Reasoning RL, Data Collection, Final RL Phase)