Study kits
Interactive, drawn, clicked and answered. Not bullet-pointed, not a question dump. Every number on screen comes from a real run. Built while preparing for the same interviews and the same exam.
Why these exist: the free RAG explainers stop where retrieval ends, and the evaluation material is code notebooks for people who already know the words. These kits fill that gap for engineers who want the operational side drawn out. Support: [email protected].
GenAI Interview Kit $39
For engineers who shipped one RAG app and want the operational side next.
Five self-contained interactive pages: transformers, RAG, agents and orchestration, LLMOps, fine-tuning. 78 model answers, 77 troubleshooting cards, 42 code blocks, 30 walkthrough frames. Works offline.
- Every concept is drawn; the key drawings are interactive (steppers and reveal cards).
- Every interviewer question has a full model answer plus a symptom → detect → cause → fix → prevent card.
- A full RAG program in LangChain line by line, agents in Microsoft Agent Framework, an LLMOps program that runs for real (tokens, 429 backoff, caching, tracing, a deploy gate), a LoRA program.
- Two hello worlds walked through frame by frame with real trace values, including one deliberate bad citation.
- Covers Azure (Azure OpenAI, AI Search, Foundry), AWS (Bedrock, SageMaker) and vendor-neutral LangChain and LangGraph.
Who it is for. Engineers interviewing for AI engineer, ML engineer, GenAI lead, AI platform or AI architect roles.
Format. Zip of HTML pages. Open index.html in any browser. No login, no install, no internet. Mac, Windows, Linux, iPad.
Get it on Whop — $39 Free sample →
AI-103 Flight School $49
68 slides, 94 widgets, a 40-question simulator with an explanation for every answer.
An interactive study deck for the Microsoft AI-103 exam (Azure AI Apps and Agents Developer Associate). Every slide has a widget that changes when you click it. Plus a one-page infographic and a printable PDF deck.
- Steppers: values change per click. Watch a token budget, a retrieval score or an agent thread change step by step.
- Hotspots: click a part of an architecture and see what it does and where it fails.
- Sliders: move temperature, top-p, chunk size or k and see the output change.
- Drills: guess before reveal. Every domain ends with them.
- All five exam domains. Every question original, written from Microsoft's published skills outline; nothing reproduces live exam content.
Who it is for. Developers sitting AI-103 in the next one to eight weeks who learn by doing.
Format. Zip: the deck (index.html, Chrome or Edge, works offline), the infographic PNG, the PDF deck.
Get it on Whop — $49 Free sample →
Bundle: AI-103 Flight School + GenAI Interview Kit $69
Pass the exam, then pass the interview. Both kits, one checkout, $19 off.
Everything in both products, one checkout, $69 instead of $88.
- Both zips, both editions, all future updates to each.
Who it is for. Anyone doing the certification and the job search in the same quarter.
Format. Two zips.
Microsoft, Azure and Microsoft Foundry are trademarks of the Microsoft group of companies. These kits are independent study aids, not affiliated with, sponsored by or endorsed by Microsoft.