workspace

Task B · Recommendations

Ningen Recs

Task B — Context-aware recommendation engine

Randomize Persona

Inject seed vector parameters

User Persona Context

Engine Rules

Cross-domain Engine

Nigerian Flavor

Limit Hits

Model Provider

🎯

Start Dialogue

Ask for a product, book, or dining spot matches aligned to your context persona.

Ningen

Culturally-aware LLM agent system focused on user modeling and conversational recommendations grounded in Nigerian behavioural patterns and real-world preferences.

Built for DSN × BCT Hackathon 3.0 🇳🇬

Explore

Simulate Reviews Get Recommendations Architecture

Resources

GitHub Repository Task A Paper Task B Paper

© 2026 Ningen Intelligence

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