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AI & HCI

Single vs Multi-Agent

에이전트를 여러 개로 쪼갠다고 항상 더 똑똑해지는 건 아니다

Before scaling an agentic workflow into a multi-agent pipeline, it's worth asking whether the added complexity actually pays off in token cost.

Single-agent overhead accumulates vertically — context grows turn by turn, but prompt caching keeps reuse efficient. Multi-agent overhead spreads horizontally — each sub-agent …

Agent

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AI & HCI

Multi-Agent with Claude Code

주제와 조건을 입력하면 9개 서브에이전트가 조사하고, 쓰고, 검토하고, 고친다 — 코드 없이

Built a multi-agent pipeline that automatically generates a lecture plan from a natural language prompt. No code — orchestrated entirely through CLAUDE.md (entry point only, 3 lines) and agent definition files (.claude/agents/*.md).

The pipeline runs in 4 rounds: sequential planning → parallel web research (up …

AI

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AI & HCI

ReAct Research Agent with Lang

n8n 캔버스에서 화살표로 그렸던 루프를, 코드 한 줄의 그래프 선언으로 옮겼다.

Reimplemented the same ReAct (Reasoning + Acting) research agent from the n8n version, this time as an explicit graph in LangGraph. Where n8n expressed the loop as a line drawn back to an earlier node on a canvas, add_conditional_edges expresses the same logic in code. …

AI

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AI & HCI

ReAct Research Agent with n8n

주제 하나만 던지면, AI가 스스로 검색하고 판단하고 — 부족하면 다시 검색한다.

Built a ReAct (Reasoning + Acting) agent that autonomously repeats search and judgment until it has enough information to answer a research topic. Unlike a single-pass pipeline, this agent decides for itself whether to search again or stop, using Gemini for judgment and Tavily for …

AI

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AI & HCI

Claude Code Practical Guide

챗봇이랑 뭐가 달라요? 물어보는 사람이 많아서 정리했다.

A practical reference guide for Claude Code — the terminal-based AI coding agent by Anthropic. Covers the key difference from the chat interface, essential commands, and common gotchas that trip up first-time users.

Core concept: Claude Code runs in your terminal and acts directly on …

AI

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