The premise
When the spec is precise, AI is excellent at filling in code, tests, and docs that conform to it.
What AI does well here
- Generate request/response handlers from an OpenAPI spec.
- Produce contract tests that fail when behavior diverges.
- Keep README sections in sync with the spec.
What AI cannot do
- Decide whether the spec itself captures the right business rules.
- Reconcile conflicting specs across services.
End-of-lesson check
15 questions · take it digitally for instant feedback at tendril.neural-forge.io/learn/quiz/end-ai-coding-claude-spec-driven-development-creators
What is the core idea behind "Spec-Driven Development with Claude and GPT"?
- Treat the spec as the single source of truth — let AI generate code, tests, and docs from it.
- Get AI to draft docs you would actually want to read.
- Delete any part of AI's code that you don't need for YOUR project
- Propose composite indexes with expected selectivity
Which term best describes a foundational idea in "Spec-Driven Development with Claude and GPT"?
- contract testing
- spec-first
- OpenAPI
- living docs
A learner studying Spec-Driven Development with Claude and GPT would need to understand which concept?
- spec-first
- OpenAPI
- contract testing
- living docs
Which of these is directly relevant to Spec-Driven Development with Claude and GPT?
- spec-first
- contract testing
- living docs
- OpenAPI
Which of the following is a key point about Spec-Driven Development with Claude and GPT?
- Generate request/response handlers from an OpenAPI spec.
- Produce contract tests that fail when behavior diverges.
- Keep README sections in sync with the spec.
- Get AI to draft docs you would actually want to read.
What is one important takeaway from studying Spec-Driven Development with Claude and GPT?
- Reconcile conflicting specs across services.
- Decide whether the spec itself captures the right business rules.
- Get AI to draft docs you would actually want to read.
- Delete any part of AI's code that you don't need for YOUR project
What is the key insight about "Spec-to-code generator" in the context of Spec-Driven Development with Claude and GPT?
- Get AI to draft docs you would actually want to read.
- Delete any part of AI's code that you don't need for YOUR project
- Given this OpenAPI fragment, generate the handler in <stack>, the matching contract test, and a one-paragraph README sec…
- Propose composite indexes with expected selectivity
What is the key insight about "Spec rot kills this approach" in the context of Spec-Driven Development with Claude and GPT?
- Get AI to draft docs you would actually want to read.
- Delete any part of AI's code that you don't need for YOUR project
- Propose composite indexes with expected selectivity
- If devs edit code without updating the spec, the AI's outputs will drift. Enforce 'spec PR before code PR' in CI.
Which statement accurately describes an aspect of Spec-Driven Development with Claude and GPT?
- When the spec is precise, AI is excellent at filling in code, tests, and docs that conform to it.
- Get AI to draft docs you would actually want to read.
- Delete any part of AI's code that you don't need for YOUR project
- Propose composite indexes with expected selectivity
Which best describes the scope of "Spec-Driven Development with Claude and GPT"?
- It is unrelated to ai-coding workflows
- It focuses on Treat the spec as the single source of truth — let AI generate code, tests, and docs from it.
- It applies only to the opposite beginner tier
- It was deprecated in 2024 and no longer relevant
Which section heading best belongs in a lesson about Spec-Driven Development with Claude and GPT?
- Get AI to draft docs you would actually want to read.
- Delete any part of AI's code that you don't need for YOUR project
- What AI does well here
- Propose composite indexes with expected selectivity
Which section heading best belongs in a lesson about Spec-Driven Development with Claude and GPT?
- Get AI to draft docs you would actually want to read.
- Delete any part of AI's code that you don't need for YOUR project
- Propose composite indexes with expected selectivity
- What AI cannot do
Which of the following is a concept covered in Spec-Driven Development with Claude and GPT?
- spec-first
- contract testing
- OpenAPI
- living docs
Which of the following is a concept covered in Spec-Driven Development with Claude and GPT?
- spec-first
- contract testing
- OpenAPI
- living docs
Which of the following is a concept covered in Spec-Driven Development with Claude and GPT?
- spec-first
- contract testing
- OpenAPI
- living docs