What is your developer-dependent CMS actually costing you? Calculate your costs and get a full report
What is your developer-dependent CMS actually costing you? Calculate your costs and get a full report
Vibe Coding
A learning path for agency and in-house teams adopting AI-assisted Agility development, by experience level, plus what to settle with a client before their content is touched by an agent.
This is the learning path we use when we train partner and customer development teams on AI-assisted Agility development. Each level teaches the Agility skills for that level and the next step in managing agents. Start at the level that fits each person, and have them skim the levels below.
This article is part of the Vibe Coding with Agility section.
Everyone, at every level, needs:
Check the setup with one prompt: "List the component models in my Agility instance, then search the Agility docs for how ContentZone works." Both answers must come from tool calls.
| Level | Who | Agent skill | They leave able to |
|---|---|---|---|
| 1. New developers | Early-career, or new to headless CMS and Next.js | One agent as a pair: brief it, read its work, verify it | Run the starter, explain how a URL becomes a page, make a safe change with an agent |
| 2. New to Agility | Working web developers new to Agility | A small team: specialists, skills and a verifier, one feature per session | Model, build, register, publish and prove live a component |
| 3. Experienced | Senior developers and leads | Running the team: parallel agents, automation, scheduled jobs | Run a build from brief to handoff with agents, and make the architecture calls |
npm run dev shows Staging content. Working locally proves nothing about what's live.AGENTS.md with instance facts; specialists for modeling, building and verifying; a review skill on every pull request. See Managing a Team of Coding Agents.The question we hear most from agencies: "What stops a client's AI from publishing everything, or deleting a bunch of content?" The answer is the workflow and the roles, not the AI.
Clients often ask whether something can be done in Agility or needs a release. An agent connected to the CMS sees the content, but not your code, your architecture, or scripts injected through a tag manager or straight into content. It can answer if the project repo tells it:
AGENTS.md with instance facts and a short architecture note: what renders what, which fields drive which behavior, and what's injected from outside the CMS.When work gets this fast, it's tempting to skip the ticket, the review and the test. Keep all three; agents can do most of the work. Every change goes through a pull request, CI runs the build and tests, and a small process agent can flag what's missing.