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Emilia Wójcik

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TypeScript and Node.js architect at a Wrocław B2B SaaS company, building multi-tenant API platforms. Designed the tenant-scoped middleware chain that enforces data isolation without duplicating business logic.

typescriptbackendapiarchitecture

Articles by Emilia Wójcik(4)

LLM Output Validation with Zod Schemas

An in-depth exploration of how to effectively validate the outputs of Large Language Models (LLMs) using Zod schemas in TypeScript. This article covers the rationale behind needing robust validation, highlights common pitfalls, and offers a structured approach to leveraging Zod for ensuring reliable and consistent model outputs.

TypeScriptValidationLLMZodAPI Design

23 July 2026

Rate limiting beyond IP throttling: user-intent-aware request control

IP-based rate limiting blocks IP addresses. Sophisticated API abuse does not come from single IP addresses — it comes from distributed credential stuffing, account enumeration, and scraping that spans thousands of IPs. Effective rate limiting must understand request intent.

apisecuritybackendarchitecture

21 July 2026