GitHub user gupta-sahil01 added a comment to the discussion: Ambient "operator 
recommender" — predictive next-operator suggestions on the canvas

Sensible next step: I'll open a small end-to-end PR that wires up a stateless 
/recommend endpoint in the existing agent-service (reusing the compile API for 
schemas, the operator catalog, and the same AI SDK + LiteLLM gateway the 
chatbot already uses), and a frontend hook that listens for "operator added" 
and feeds suggestions into the existing ghost-operator UI from drag-drop. First 
version returns hardcoded suggestions so we can confirm the wiring works; 
second version swaps in a real LLM call with a small/cheap model.

Would that be ok?

GitHub link: 
https://github.com/apache/texera/discussions/5240#discussioncomment-17397478

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