Hypothetically, if your goal is of building a client-facing multi-agent platform using MCP servers to assist with various workflows, I'll design a comprehensive architecture that's both scalable and customizable for different client needs. 1. Core Architecture Components Client-Facing Layer Workflow Designer: Visual interface for clients to design custom workflows Agent Marketplace: Library of pre-configured agents … Continue reading Multi-Agent Workflow Automation Platform: Architecture Design

There is a growing number of AI frameworks integrated with MCP servers that enable the creation of multiple agents, effectively striving to establish an agent-dedicated workflow with minimal human involvement. I researched OpenManus and now would look into MCP-Agent created by lastmile-AI. The github was cited in the previous blog. The agent.py is import asyncio … Continue reading Framework of MCP-Agent by Lastmile-AI

I heard this from AI Engineer talk about MCP, and traced to the lastmile-ai github:, it provides a framework to Build effective agents with Model Context Protocol using simple, composable patterns. The doc is well written, so I just cited most content direclty: "Why use mcp-agent? There are too many AI frameworks out there already. But mcp-agent is … Continue reading Building Effective Agents with MCP

For enterprise users, 8n8 and Zapier are prohibited; therefore, we are exploring Microsoft Power Automate, with the expectation of integrating agentic usage. My focus is to streamline research and posting on Sharepoint, hence understanding jargons of Sharepoint is necessary: The other difficult part is the "dynamic content" and "insert expression". when clicking the bolt sign, … Continue reading Power Automate Settings

n8n (pronounced “n-eight-n”) is an open-source workflow automation platform that allows you to build powerful, automated processes by connecting different apps and services. It’s similar to tools like Zapier or Make, but unlike most competitors, n8n is open-source, self-hostable, and built for both no-code users and developers who want fine-grained control. Workflows are made of … Continue reading Getting Started with n8n: The Open-Source Workflow Automation Tool

In the visible horizon, it is evident that coding agent platforms such as Cursor and Windsurf are becoming increasingly dominant. While tools like Manus appear impressive, they do not serve as convenient resources for professional coders; rather, they cater more to non-coder users seeking generic answers that can rival those provided by experts, including the … Continue reading Automation via Zapier MCP Server in Client like Cursor or Windsurf

the same question I asked chatGPT and deepseek returns unsatisfying answer was well addressed by Gemini Pro 2.5: "why torus's fundamental group is abelian, it's hard to comprehend why go through loop A then loop B is same if reverse order?" Okay, let's break down why the fundamental group of the torus is abelian (commutative), … Continue reading Gemini Pro 2.5 Is Superior to ChatGPT and Deepseek

Homology provides a math way to define "holes" in a space. Hole is a loop that does not bound, i.e., the hole's loop is not the boundary of anything else. loop = collection of 1-cells with boundary zero. intuitively, we know that a hole is an unfilled region enclosed by a loop that cannot be … Continue reading Loops and Holes

What is derivative? We're familiar with the regular derivative as Lie algebra arises from the study of Lie groups, which are groups that describe continuous symmetries (e.g., rotation, translation). It is the tangent space on each point in the Lie group. However, in terms of derivative, Instead of taking a derivative of a function, we … Continue reading Lie Algebra is Derivative?

The three questions bother me a lot in QM and QFT. By DrPhysicsA, I could claim that I got the gist of them. The concept of quantized particle properties, as introduced by Prank and Einstein, alongside the wave characteristics of light, logically culminates in the application of wave equations to describe particles under quantization constraints. … Continue reading Attempt to Learn “Particle from Field”, “Mass Creation” and “Force from Interaction”