~/talk

Complementing LLM with agentic AI: a Quarkus story on AI

Talkat Voxxed Days Ticino 2025 · 2025-01-16..01-17· [ai-assisted-development]
slides:none on file

Shows a Quarkus app that combines langchain4j LLM calls with a drools rule engine and deploys models on OpenShift; demoed a refund chatbot that uses a state machine to collect customer and flight data, applies rules (refund if delay > 60 minutes, $2 per delayed minute, +10% if age > 65) and returns $528 for a 480‑minute delay for a 70‑year‑old. Uses on‑prem model, temperature 0 to reduce hallucinations and works end‑to‑end.

AI-written summary · about

  1. 0:00AI and LLM limitations
  2. 6:00Symbolic AI and rule engines
  3. 11:04Machine learning with rules
  4. 16:29Hallucinations in generative AI
  5. 24:12Agentic AI and challenges
  6. 27:19Airline refund policy demo
  7. 39:51Key takeaways and future
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