Yuki Tanaka

Curriculum coverage by module

First-attempt mastery signal

Strong areas

• • Day 1 — AI Engineering Landscape
• • Day 15 — Reranking & Context Compression
• • Day 17 — Tool Calling Fundamentals
• • Day 18 — Agent Loops & Planning
• • Day 19 — Memory & State Management
• • Day 25 — Evaluation Metrics for LLM Apps

Needs deeper validation

• • Day 12 — Metadata Filtering & Hybrid Search (4 attempts)
• • Day 14 — Query Rewriting & Expansion (4 attempts)
• • Day 21 — Multi-Agent Design Patterns (4 attempts)
• • Day 26 — LLM-as-a-Judge & Rubrics (4 attempts)
• • Day 27 — Guardrails, Safety & Prompt Injection (4 attempts)
• • Day 22 — Multi-Agent Orchestration (3 attempts)

Unvalidated (skipped)

• • Day 3 — APIs, Async & Streaming Basics
• • Day 4 — How LLMs Work: Tokens & Context
• • Day 5 — Prompt Engineering Patterns
• • Day 8 — Text Chunking Strategies
• • Day 11 — Vector Databases in Production
• • Day 13 — RAG Architecture Fundamentals
• • Day 16 — Grounding, Citations & Hallucination Control
• • Day 20 — Retrieval Agents

Skipped missions are explored, not assumed weak.