Matthieu FRONTON frntn

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

Tutoriel - Comprendre et utiliser le CFW Atmosphère sur Nintendo Switch (+bonus)

Atmosphère est un CFW (Custom FirmWare - Logiciel modifié) opensource avec un développement très active. Son nom n'a pas été choisi par hazard, effet les developpeurs ont découpés le code en plusieurs couches (comme celle de l'atmosphère), vous n'allez pas tout comprendre mais vous allez pouvoir retenir les quelques features les plus importantes pour une utilisation lambda.

Les couches d'Atmosphère

Fusée - le custom bootloader, c'est la première couche lors de l'amorçage du CFW, elle permet le chargement des fichiers KIPs, le chargement d'un kernel personalisé... La configuration de ce composant se situe dans le fichier atmosphere/BCT.ini
Exosphère - le custom secure monitor, c'est une réplimentation complète de la TrustZone du firmware de la Switch, permettant la récuperation d'une multitude d'informations pour les Homebrews par exemple.

Problem

You have installed GPG, then tried to commit and suddenly you see this error message after it:

error: gpg failed to sign the data
fatal: failed to write commit object

Debug

	import os
	from google import genai
	from google.genai import types

	client = genai.Client(api_key=os.getenv("GEMINI_API_KEY","xxx"))

	# Repalce with the youtube url you want to analyze
	youtube_url = "https://www.youtube.com/watch?v=RDOMKIw1aF4"

	# Prompt to analyze and summarize the Youtube Video

	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

	! Set the default XTerm UI font (menus, toolbar, etc)
	XTerm*XftFont: Courier:size=10:antialias=true:style=Regular

	! All my resources are available here (I disable the Xaw3D effect, I think it looks a bit dated!)
	! https://gist.github.com/taviso/a4543b1752fba55017e8fcc2fe052c0a
	! It looks like this: https://imgur.com/a/m2PGuuz
	!

	backend per_ip_and_url_rates
	stick-table type binary len 8 size 1m expire 24h store http_req_rate(24h)

	backend per_ip_rates
	stick-table type ip size 1m expire 24h store gpc0,gpc0_rate(30s)

	# non root user example for alpine
	#
	# usage:
	# $ docker build --build-arg "USER=someuser" --tag test .
	# $ docker run --rm test

	FROM alpine

	ARG USER=default
	ENV HOME /home/$USER

	sudo gitlab-runner register \
	--non-interactive \
	--url "https://gitlab.local/" \
	--registration-token "xJWfniGqvSeVyKc3vaQx" \
	--executor "docker" \
	--docker-image ubuntu:16.04 \
	--description "docker-runner" \
	--tag-list "docker,aws" \
	--run-untagged \
	--docker-extra-hosts "gitlab.local:10.0.1.15" \