LangChain

Sooy def quiz bi, tontu yi ak leeral yi dañuy feeñ.

1. Lan mooy xalaat bu mag bi ci ginaaw LangChain?
   • Defar ak defar aplikaasioŋ yu bari yu LLM
   • Taggat xeetu làkk yu mag ci noonu
   • GPU yiy dalal ngir model inference
   • Defar nataal ci laaj mbind
2. Kan moo defar LangChain ak kañ?
   • Sam Altman ci 2020
   • Harrison Chase ci 2022
   • lukas biewald ci 2017
   • Jerry liu ci 2023
3. Lan lañuy jëfandikoo LangGraph ci biir ekosistem LangChain?
   • Desine diagram yu metrics de formation
   • kompresse ay laaj ngir denc ay jeton
   • Tabax ay def-liggéeyu ndawu liggéey yuñ mëna saytu ci anamu graafik
   • Soppi kode ci diggante làkki prograam
4. Lan mooy wareefu LangSmith?
   • Defar ay done yuñ defar
   • Serwiis xëti web
   • Enkripte caabi API
   • Topp, debug, ak jàngat aplikaasioŋu LLM
5. Ci LangChain, lan lay laaj ci syntax pipe bi | model | parser' dafay wane?
   • Defar ay komponent jaaraleko ci interfaasu Runnable buñ bokk
   • Komànd shell ngir doxal script yi
   • ab laaj ci base de done
   • Benn anam ngir efaase chaine
6. What happens when a LangGraph node invokes interrupt() with a checkpointer configured?
   • The graph discards its state and restarts training
   • The graph pauses with state saved, then can resume after external input
   • The graph converts the interrupt into a stateless chain
   • The graph changes the base model weights
7. What kind of evaluation does LangSmith describe as monitoring application traces in production?
   • Offline evaluation on a fixed pre-deployment dataset only
   • A test that fine-tunes the application’s foundation model
   • Online evaluation that checks selected production runs for quality signals
   • An evaluation that reports only GPU training throughput
8. What does an offline LangSmith evaluation test?
   • Only GPU utilization during model training
   • Every production user response with no reference examples
   • A guarantee of correctness on unseen inputs
   • An application against a curated dataset before deployment