Fatima Al-Rashid

Curriculum coverage by module

First-attempt mastery signal

Strong areas

• • Day 20 — Retrieval Agents
• • Day 21 — Multi-Agent Design Patterns
• • Day 23 — Model Context Protocol
• • Day 24 — Human-in-the-Loop Workflows
• • Day 26 — LLM-as-a-Judge & Rubrics
• • Day 29 — Serving & Scaling AI Services

Needs deeper validation

• • Day 1 — AI Engineering Landscape (4 attempts)
• • Day 15 — Reranking & Context Compression (4 attempts)
• • Day 18 — Agent Loops & Planning (4 attempts)
• • Day 31 — Capstone: End-to-End AI Product (4 attempts)
• • Day 19 — Memory & State Management (3 attempts)
• • Day 5 — Prompt Engineering Patterns (2 attempts)

Unvalidated (skipped)

• • Day 2 — Python for AI Systems
• • Day 3 — APIs, Async & Streaming Basics
• • Day 4 — How LLMs Work: Tokens & Context
• • 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

Skipped missions are explored, not assumed weak.