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Practice Problems

Realistic AI engineering scenarios with reference solutions and problem-specific grading rubrics.

6 problems
ProblemCategoryDifficultyTimeBest
  • Chunk a Document by Size

    RAG · Chunking · Overlap · Retrieval

    LLM / GenAI·Easy·15 minEasy15m–Solve
  • Reciprocal Rank Fusion

    Hybrid search · Rank fusion · Retrieval · RAG

LLM / GenAI
·
Easy
·
20 min
Easy
20m
–
Solve
  • A Semantic Cache That Forgets Properly

    Caching · Cosine similarity · LRU eviction · Cost control

    LLM / GenAI·Medium·30 minMedium30m–Solve
  • Fit the Conversation in the Window

    Context window · Token budgeting · Chat applications · Prompt construction

    LLM / GenAI·Medium·25 minMedium25m–Solve
  • Retrieve Five Passages, Not One Passage Five Times

    RAG · Maximal marginal relevance · Retrieval · Cosine similarity

    LLM / GenAI·Medium·30 minMedium30m–Solve
  • Structure-Aware Chunker With Overlap

    Chunking · RAG · Context construction · Retrieval quality

    LLM / GenAI·Medium·30 minMedium30m–Solve