Beginner Vibe Coding Path

Level 1 of 3 · Foundation

Beginner: Build a safe, tested first slice from a real user problem.

Bring: No coding background is required. Bring one real problem worth solving.

Continuous project: Freelancer Follow-Up Tracker
Level result: A focused project brief, a working first slice, and evidence that the slice solves the chosen user task safely.
  • Frame a realistic project around a specific user result.
  • Prompt with constraints, tasks, examples, and privacy boundaries.
  • Deliver a small working slice with a clear evidence packet.

You can review the curriculum here. A free member account saves lesson work, answers, and progress.

1

What Vibe Coding Is

Explain the human-and-AI build loop and choose one low-risk project to carry through Level 1.

Build: A Level 1 project card naming one user, one observable result, one boundary, and one failure case.

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2

What Generated Code Is

Inspect generated code as an editable draft rather than a verified product.

Build: A generated-change inspection note with files, behavior, assumptions, evidence, and limits.

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3

What AI Can Misunderstand

Identify unstated requirements, invented details, and confident errors before they enter the project.

Build: A misunderstanding register listing assumptions, consequences, verification sources, and owners.

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4

Choose a Realistic First Project

Reduce the project to one useful, finishable, low-risk journey.

Build: A project scope decision with included journey, non-goals, time box, and stop rule.

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5

Identify the User

Define a reachable primary user, their moment of need, and current workaround.

Build: A one-page user snapshot grounded in observation rather than assumptions.

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6

Define the Desired Result

Translate the user’s problem into one observable outcome and success measure.

Build: An outcome statement with baseline, target behavior, evidence source, and failure condition.

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7

Computer Requirements

Confirm that the device, storage, memory, browser, and access controls fit the planned work.

Build: A readiness inventory with available resources, gaps, workarounds, and purchasing boundary.

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8

Cloud, Local, and Hybrid Options

Choose where AI work runs based on privacy, quality, availability, setup, and cost.

Build: A cloud/local/hybrid decision matrix with test results, data boundary, and fallback.

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9

Subscription and API Costs

Estimate the visible and usage-based costs of the Level 1 project before committing.

Build: A beginner cost sheet with setup, monthly, usage, limit, and review trigger.

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10

Protect Private Information

Minimize data collection and keep secrets and private information out of unsafe locations.

Build: A data-boundary sheet listing permitted, prohibited, protected, and deleted information.

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11

Write a One-Page Build Brief

Combine the Level 1 evidence into one stable source of truth for the first build.

Build: A one-page brief covering user, result, inputs, rules, risks, tests, and definition of done.

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12

Break Features into Tasks

Turn the brief into small, independently testable changes with explicit dependencies.

Build: A ranked task board with thin slices, acceptance evidence, dependencies, and rollback points.

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13

Write Clear Prompts

Translate one task into an explicit prompt with boundaries, examples, tests, and requested evidence.

Build: A reusable task prompt that preserves the brief and asks for verifiable output.

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14

Use Examples Well

Use representative examples to clarify behavior without hiding edge cases or leaking private data.

Build: A safe example set covering ordinary, boundary, invalid, accessibility, and recovery cases.

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