← Candidate pool

Chen Wei

CND-1005 · Backend Engineer (AI) · 6.7 yrs · B.E. Information Technology

Generate interview plan

Completion

94%

First-try rate

34%

Avg attempts

2.34

Consistency

45%

Curriculum coverage by module

First-attempt mastery signal

Attempts by topic (higher = needs validation)

Strong areas

  • • Day 6 — Structured Outputs & JSON Schema
  • • Day 7 — Model Selection & Cost Tradeoffs
  • • Day 8 — Text Chunking Strategies
  • • Day 9 — Embeddings & Semantic Similarity
  • • Day 10 — Retrieval & Matching Engine
  • • Day 17 — Tool Calling Fundamentals

Needs deeper validation

  • • Day 2 — Python for AI Systems (4 attempts)
  • • Day 3 — APIs, Async & Streaming Basics (4 attempts)
  • • Day 4 — How LLMs Work: Tokens & Context (4 attempts)
  • • Day 12 — Metadata Filtering & Hybrid Search (4 attempts)
  • • Day 20 — Retrieval Agents (4 attempts)
  • • Day 28 — Observability & Tracing (4 attempts)

Unvalidated (skipped)

  • • Day 5 — Prompt Engineering Patterns
  • • Day 19 — Memory & State Management

Skipped missions are explored, not assumed weak.

Recommended interview topics

  • Day 2 — Python for AI SystemsFoundations of AI Engineering
  • Day 3 — APIs, Async & Streaming BasicsFoundations of AI Engineering
  • Day 4 — How LLMs Work: Tokens & ContextLLM Fundamentals & Prompting
  • Day 5 — Prompt Engineering PatternsLLM Fundamentals & Prompting
  • Day 19 — Memory & State ManagementAgents & Tool Use
  • Day 6 — Structured Outputs & JSON SchemaLLM Fundamentals & Prompting