After building several full-stack applications, I discovered that Large Language Models (LLMs) face significant challenges when implementing features that span both backend and frontend components, particularly around API interfaces.
The core issues I observed:
- API Contract Drift: LLMs struggle to maintain consistency when defining an API endpoint and then implementing its usage in the frontend
- Context Loss: Without a clear, shared contract, LLMs lack the contextual assistance needed to ensure proper integration between client and server
- Integration Errors: The disconnect between backend definitions and frontend consumption leads to runtime errors that could be prevented
The Solution: Leverage TypeScript's powerful type system to provide real-time feedback and compile-time validation for both LLMs and developers. By creating a shared contract that enforces consistency across the entire stack, we eliminate the guesswork and reduce integration issues. A small NPM module with only dependency of Zod:
I already used it in a couple of projects and so far so good. LLMs don't get lost even when implementing changes to APIs with dozens of endpoints. I can share a prompt I'm using that instructs LLM how to leverage definitions and find implementations.
The core issues I observed:
- API Contract Drift: LLMs struggle to maintain consistency when defining an API endpoint and then implementing its usage in the frontend
- Context Loss: Without a clear, shared contract, LLMs lack the contextual assistance needed to ensure proper integration between client and server
- Integration Errors: The disconnect between backend definitions and frontend consumption leads to runtime errors that could be prevented
The Solution: Leverage TypeScript's powerful type system to provide real-time feedback and compile-time validation for both LLMs and developers. By creating a shared contract that enforces consistency across the entire stack, we eliminate the guesswork and reduce integration issues. A small NPM module with only dependency of Zod:
https://github.com/PeterOsinski/ts-typed-api
I already used it in a couple of projects and so far so good. LLMs don't get lost even when implementing changes to APIs with dozens of endpoints. I can share a prompt I'm using that instructs LLM how to leverage definitions and find implementations.
Let me know what you think, feedback welcome!