04 / Co-founder & technical lead
Cosy Futures
An LLM-powered civic-participation prototype: questionnaire, generation and application engineering.
Questionnaire
An interactive questionnaire supplies useful context for AI-enabled descriptions and recommendations. The work connects interface design, generation logic and a coherent experience while keeping the model inside a wider product.
Application engineering
Streaming responses, language-aware caching, generation limits and explicit failure handling are part of making AI fit into an application. The implementation also separates descriptive content from recommendations.
Data handling
Input handling omits custom free-text answers from generation context and applies potential-PII redaction. These are specific safeguards; they do not guarantee anonymisation or blanket GDPR compliance. The application uses an external model gateway, so it is not a local-inference case study.
