Delivery notes
Work centered on aligning the Next.js application with static marketing pages, shared styling via Tailwind, and performance-conscious data loading for quiz content. This alignment keeps load times fast.
European platform that collects and publishes public quizzes across subjects through a web simulator and mobile experience.

Built with
Work centered on aligning the Next.js application with static marketing pages, shared styling via Tailwind, and performance-conscious data loading for quiz content. This alignment keeps load times fast.
Design deterministic, cycle-safe multi-agent systems using LangGraph state machines with explicit transition states, guardrails, and runtime validation.
How to combine BM25 keyword search with dense vector embeddings and cross-encoder reranking for reliable production RAG systems.
Bypass fragile prompt engineering with runtime-checked, schema-constrained LLM outputs in production TypeScript pipelines.