LLM Agent Challenge · Tasks A + B

Know your user.
Before they speak.

PulseAgent models how specific users think, write, and choose — simulating authentic reviews and surfacing recommendations that match intent, not just history.

Input — User + Item
User Persona
Item Details
🧠

Fill in the form and hit
Simulate Review to see results

Running PersonaConstructionAgent... Building behavioural + textual + contextual profiles ReviewSimAgent inferring rating + generating review
Input — User + Intent
User Persona
What are you looking for?
🎯

Describe what you're looking for
and hit Get Recommendations

Running ReasoningAgent... Extracting intent · detecting cold-start RankingAgent scoring + injecting diversity