Architectures
- 01 — Naive / Basic RAG26 questions · 4 scenarios · 4 MCQ
- 02 — Advanced RAG26 questions · 3 scenarios · 4 MCQ
- 03 — Modular RAG26 questions · 4 scenarios · 4 MCQ
- 04 — Agentic RAG26 questions · 4 scenarios · 4 MCQ
- 05 — Graph RAG26 questions · 3 scenarios · 4 MCQ
- 06 — Corrective RAG (CRAG)26 questions · 4 scenarios · 4 MCQ
- 07 — Self-RAG26 questions · 3 scenarios · 4 MCQ
- 08 — Speculative RAG26 questions · 3 scenarios · 4 MCQ
- 09 — Multi-modal RAG26 questions · 4 scenarios · 4 MCQ
- 10 — Long-context RAG26 questions · 4 scenarios · 4 MCQ
- 11 — Adaptive RAG26 questions · 4 scenarios · 4 MCQ
- 12 — Structured / SQL RAG26 questions · 3 scenarios · 4 MCQ
- 13 — RAPTOR (Recursive Abstractive Processing for Tree-Organized Retrieval)26 questions · 4 scenarios · 4 MCQ
- 14 — Contextual RAG (Contextual Retrieval)26 questions · 4 scenarios · 4 MCQ
- 15 — LightRAG26 questions · 4 scenarios · 4 MCQ
- 16 — RAFT (Retrieval-Augmented Fine-Tuning)26 questions · 3 scenarios · 4 MCQ
- 17 — Cache-Augmented Generation (CAG)26 questions · 4 scenarios · 4 MCQ
- 18 — RAG-Fusion26 questions · 4 scenarios · 4 MCQ
- 19 — Iterative / Multi-hop RAG26 questions · 4 scenarios · 4 MCQ
- 20 — HippoRAG26 questions · 4 scenarios · 4 MCQ
- 21 — Memory / Conversational RAG26 questions · 4 scenarios · 4 MCQ
- 22 — HyDE (Hypothetical Document Embeddings)26 questions · 4 scenarios · 4 MCQ
- 23 — FLARE (Forward-Looking Active Retrieval)26 questions · 4 scenarios · 4 MCQ
- 24 — KAG (Knowledge Augmented Generation)26 questions · 4 scenarios · 4 MCQ
- 25 — GraphReader / GNN-RAG26 questions · 4 scenarios · 4 MCQ
- 26 — REALM26 questions · 3 scenarios · 4 MCQ
- 27 — RETRO26 questions · 3 scenarios · 4 MCQ
- 28 — Atlas26 questions · 3 scenarios · 4 MCQ
- 29 — Fusion-in-Decoder (FiD)26 questions · 3 scenarios · 4 MCQ
- 30 — ColRAG / ColBERT-Based RAG26 questions · 4 scenarios · 4 MCQ
- 31 — Agentic Web RAG (Perplexity-Style)26 questions · 4 scenarios · 4 MCQ
- 32 — Few-Shot Example RAG (PEARL / Example-Augmented Prompting)26 questions · 4 scenarios · 4 MCQ
- 33 — Verifiable / Citation RAG26 questions · 5 scenarios · 4 MCQ
- 34 — Privacy-Preserving RAG26 questions · 5 scenarios · 4 MCQ
- 35 — Streaming / Real-Time RAG26 questions · 5 scenarios · 4 MCQ
- 36 — Table-Aware RAG (TAT-QA / OmniTab)26 questions · 4 scenarios · 4 MCQ
- 37 — Tree of Thought RAG (ToT-RAG)26 questions · 4 scenarios · 4 MCQ
- 38 — DPR (Dense Passage Retrieval)26 questions · 3 scenarios · 4 MCQ
- 39 — WebGPT / Tool-Augmented LM26 questions · 3 scenarios · 4 MCQ
- 40 — SURGE: Schema-Grounded RAG (Structured Output with Grounding)26 questions · 4 scenarios · 4 MCQ
- 41 — Recursive Document Summarization RAG26 questions · 4 scenarios · 4 MCQ
- 42 — Search-R1 / Reasoning RAG (RL-Trained Search)26 questions · 4 scenarios · 4 MCQ
- 43 — Deep Research / Agentic Research RAG26 questions · 4 scenarios · 4 MCQ
- 44 — MemoRAG26 questions · 4 scenarios · 4 MCQ
- 45 — LongRAG + Self-Route26 questions · 4 scenarios · 4 MCQ
- 46 — VisRAG26 questions · 4 scenarios · 4 MCQ
- 47 — LazyGraphRAG26 questions · 4 scenarios · 4 MCQ
- 48 — Astute RAG (Conflict-Aware Knowledge Consolidation)26 questions · 4 scenarios · 4 MCQ
- 49 — Auto-RAG & DeepRAG (Per-Step Retrieve-or-Reason Decisions)26 questions · 4 scenarios · 4 MCQ
- 50 — CoRAG (Chain-of-Retrieval Augmented Generation)26 questions · 4 scenarios · 4 MCQ
- 51 — RQ-RAG (Refinement-aware Query for RAG)26 questions · 4 scenarios · 4 MCQ
- 52 — REFRAG (Rethinking RAG-based Decoding)26 questions · 4 scenarios · 4 MCQ
Failure Modes
- 01 — Hallucination Despite Context10 questions
- 02 — Retrieval Failure14 questions · 1 scenario · 4 MCQ
- 03 — Embedding Mismatch10 questions
- 04 — Stale Index Problem10 questions · 1 scenario
- 05 — Context Window Overflow10 questions
- 06 — Reranker Failure10 questions
- 07 — Conversational Context Drift10 questions
- 08 — Cascading Retrieval Failure4 questions
- 09 — Semantic Cache Leakage5 questions
Microsoft Stack
- 01 — Azure AI Search for RAG26 questions · 4 scenarios · 4 MCQ
- 02 — Azure OpenAI and Foundry for RAG26 questions · 3 scenarios · 4 MCQ
- 03 — Microsoft Agent Framework and Semantic Kernel26 questions · 2 scenarios · 4 MCQ
- 04 — RAG Reference Architecture on Azure26 questions · 8 scenarios · 4 MCQ