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Intermediate · first result in Half a day

Build an AI agent that does real work

The problem

Chatbots answer questions; I need something that takes actions: files tickets, updates systems, runs checks.

What you'll get

Pick a framework in 10 minutes and ship a one-tool agent the same day.

Best options right now

Pick one

Last checked 23 Sept 2026

Claude Agent SDK

A batteries-included agent loop with file, shell and web tools
EasyFree SDK + API

LangGraph

Explicit, stateful workflows with checkpoints and human approval steps
MediumFree

OpenAI Agents SDK

Lightweight multi-agent handoffs
EasyFree SDK + API

MCP

One standard way to plug tools and data into any agent
MediumFree

Do this first

  1. Write down one task and how you'd check it succeeded.
  2. Give the agent one tool, not ten. Add tools only when it fails for lack of one.
  3. Require human approval for anything irreversible (payments, deletes, emails).

Watch out for

  • Agents fail quietly. Log every tool call.
  • Framework releases break interfaces often. Watch them in My Stack.

Go deeper

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