Ananya Iyer

Curriculum coverage by module

First-attempt mastery signal

Strong areas

• • Day 5 — Prompt Engineering Patterns
• • Day 8 — Text Chunking Strategies
• • Day 12 — Metadata Filtering & Hybrid Search
• • Day 15 — Reranking & Context Compression
• • Day 20 — Retrieval Agents
• • Day 21 — Multi-Agent Design Patterns

Needs deeper validation

• • Day 4 — How LLMs Work: Tokens & Context (4 attempts)
• • Day 10 — Retrieval & Matching Engine (4 attempts)
• • Day 7 — Model Selection & Cost Tradeoffs (2 attempts)
• • Day 9 — Embeddings & Semantic Similarity (2 attempts)
• • Day 24 — Human-in-the-Loop Workflows (2 attempts)
• • Day 25 — Evaluation Metrics for LLM Apps (2 attempts)

Unvalidated (skipped)

• • Day 1 — AI Engineering Landscape
• • Day 2 — Python for AI Systems
• • Day 3 — APIs, Async & Streaming Basics
• • Day 6 — Structured Outputs & JSON Schema
• • Day 11 — Vector Databases in Production
• • Day 13 — RAG Architecture Fundamentals
• • Day 14 — Query Rewriting & Expansion
• • Day 16 — Grounding, Citations & Hallucination Control

Skipped missions are explored, not assumed weak.