renschni

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

imownbey

import { Transport } from '@modelcontextprotocol/sdk/shared/transport.js';
import { JSONRPCMessage, JSONRPCMessageSchema } from '@modelcontextprotocol/sdk/types.js';

const MAXIMUM_MESSAGE_SIZE = 4 * 1024 * 1024; // 4MB

/**
 * This transport is compatible with Cloudflare Workers and other edge environments
 */
export class EdgeSSETransport implements Transport {
	private controller: ReadableStreamDefaultController<Uint8Array> | null = null;

Fyko

///! An [axum](https://docs.rs/axum) extractor for [Clerk webhooks](https://clerk.com/docs/integration/webhooks).
use axum::{
	body::Bytes,
	extract::FromRequest,
	http::{Request, StatusCode},
	response::{IntoResponse, Response},
};
// TODO: replace with your config
use happycamper_util::config::CONFIG;
use serde::{Deserialize, Serialize};

jeremychone

#![allow(unused)] // silence unused warnings while exploring (to comment out)

use std::{error::Error, str};

use s3::bucket::Bucket;
use s3::creds::Credentials;
use s3::region::Region;
use s3::BucketConfiguration;

// Youtube Walkthrough - https://youtu.be/uQKBW8ZgYB8

ityonemo

A half-hour to learn Zig

This is inspired by https://fasterthanli.me/blog/2020/a-half-hour-to-learn-rust/

Basics

the command zig run my_code.zig will compile and immediately run your Zig program. Each of these cells contains a zig program that you can try to run (some of them contain compile-time errors that you can comment out to play with)

tstellanova

Introduction

A wide variety of widely-available flight controllers and associated robotics boards have been released in the past five years. These boards incorporate a careful selection of sensors and actuator outputs useful for robotics-- not just for flying vehicles, but also rovers and underwater vehicles. This living document analyzes briefly the compatibility of embedded Rust with these inexpensive and powerful boards.

Overall Utility Issues

General issues that impact the usefulness of embedded Rust with these kinds of boards:

• No (or fragmented) DMA support. Some embedded HAL crates have DMA support already, but many do not. Almost none of the DMA APIs resemble each other. There is at least one effort underway to unify the DMA APIs

dcchut

#![feature(async_await)]

/*
Cargo.toml dependencies:

serde = { version = "1.0", features = ["derive"] }
tokio = { git = "https://github.com/tokio-rs/tokio", default-features = false, features = ["io", "codec"] }
tokio-postgres = { git = "https://github.com/sfackler/rust-postgres", branch = "std-futures" }
futures-preview = { git = "https://github.com/rust-lang-nursery/futures-rs" , features = ["nightly", "async-await"] }
futures-util-preview = { version = "0.3.0-alpha.4", features = ["compat"] }

dcchut

use postgres::{Connection, TlsMode};
use std::error::Error;
use serde::Deserialize;

#[derive(Clone, Debug, Deserialize)]
struct Person {
    name : String,
    data : Vec<u8>,
}

sibelius

Basics

• Learn how to start a new react native project
• Run it on ios simulator, on android emulator, on a real iPhone device and on a real Android device, with and without debugging enabled.
• Learn how to upgrade a react native project
• Learn how to add a package to the project
• Learn how to add a package that has a native dependency (https://github.com/airbnb/react-native-maps, https://github.com/evollu/react-native-fcm) - DO NOT USE COCOAPODS
• Learn how to use fetch to get data from your backend

Learn Navigation

• (https://github.com/exponent/ex-navigation#an-important-note-about-the-future)

koenbok

Advanced Programming

Programming setup

• Instant visual output.
• Fast startup time, fast execution.
• Sensible errors, with code locations.
• Easy to set up and get working.

Architecture