Blogs & Discussion

2025-06-13 How we built our multi-agent research system by Anthropic
2025-06-12 Don’t Build Multi-Agents by Cognition AI
2025-06-01 A practical guide to building agents by OpenAI
2024-12-19 Building effective agents by Anthropic
2023-06-23 LLM Powered Autonomous Agents by Lilian Weng

Agents & Framework

Claude Desktop + MCP

A lightweight, user friendly agent can be Claude Desktop and Filesystem MCP server

Filesystem MCP Server enables claude desktop to access and modify local codebase.

Basic workflow:

Create a local workspace for so it can manage context e.g. /users/username/.cue, with rules.md, etc
For each session, ask claude to read the those rules file first, and read other relevant files related to a task you are working on.
Ask claude to create task folder with todo.md
Align claude with the task requirements, then ask it to execute the task

OpenAI Codex CLI

Lightweight coding agent that runs in your terminal

Claude Code is an agentic coding tool that lives in your terminal, understands your codebase, and helps you code faster by executing routine tasks, explaining complex code, and handling git workflows - all through natural language commands.

OpenAI Agents SDK

A lightweight, powerful framework for multi-agent workflows