Question 1

Do I need an orchestration platform to start agentic development?

Accepted Answer

No. Everything in this guide works on single-agent tools like Claude Code, Cowork, or Cursor, using skills as roles. An orchestration platform earns its keep when you want standing specialist agents, shared team access, and builds that run while you sleep.

Question 2

Does agentic development work on Replit and other app builders?

Accepted Answer

The principles are universal: requirements first, verify everything, right-size the pipeline. Each tool has its own preferred workflow, so specific techniques translate loosely.

Question 3

Which AI agent should I build first?

Accepted Answer

A requirements agent. It front-loads the thinking, and every agent downstream gets better because of it.

Question 4

Do I need agent frameworks like LangChain?

Accepted Answer

Most builders never need them. Skills, recipes, and an orchestrator cover it. Agent frameworks matter when you are coding your own agent infrastructure from scratch.

Question 5

Why use two AI code reviewers on different models instead of one?

Accepted Answer

Every model has its own blind spots. Two reviewers on different models, reviewing independently and then debating with a capped number of rounds, found roughly double the issues in our side-by-side tests.

Question 6

How do you stop an AI agent from repeating a bug it already made?

Accepted Answer

Turn every shipped bug into a permanent eval test case that runs before every release, and fix the skill or memory that taught the bad habit. The bug stays fixed because the test would catch its return.