# AIEWorks Vault

> AIEWorks Vault by Systemdr, Inc. publishes production-grade AI engineering learning resources: free PDF downloads, paid cheat sheets and workbooks, LLM/RAG/MLOps handbooks, and online cohort programs for software engineers moving into AI roles.

## About
- Publisher: Systemdr, Inc.
- Website: https://aieworks.systemdrd.com/
- Newsletter: https://aieworks.substack.com
- Support: hello@systemdrd.com
- LLMs full index: https://aieworks.systemdrd.com/llms-full.txt

## Key Pages
- [Homepage](https://aieworks.systemdrd.com/): Main catalog of AI engineering resources
- [Free Resources](https://aieworks.systemdrd.com/free/): Free PDF downloads
- [Products](https://aieworks.systemdrd.com/#tier1): Paid cheat sheets, workbooks, and handbooks
- [Programs](https://aieworks.systemdrd.com/#cohorts): Cohort and team training programs

## Free Downloads
- [AI Engineering Quick-Start Guide](https://aieworks.systemdrd.com/free/): 20-page guide covering the 8 AI engineering roles, compensation reality, skill priority map, 90-day transition roadmap, and your first production project recipe.
- [Top 50 AI System Design Questions](https://aieworks.systemdrd.com/free/): The exact questions asked at Google, Meta, Amazon, Apple, Netflix, OpenAI, and Anthropic — difficulty-rated and company-tagged. 8 categories, complete list.
- [ML Algorithms Reference Card (Sample)](https://aieworks.systemdrd.com/free/): A free preview of the 12-sheet cheat sheet bundle. One complete reference card: algorithm selection guide, key equations, and hyperparameter tuning table.

## Products
- [DP-A: AI/ML Interview Cheat Sheet Bundle](https://aieworks.systemdrd.com/products/dp-a/): 12 print-ready, double-sided reference cards covering every domain tested in ML engineering interviews. 26 pages. Print once, use forever. — $49
- [DP-B: AI Engineering Glossary & Reference](https://aieworks.systemdrd.com/products/dp-b/): 180+ terms across ML, Deep Learning, LLMs, MLOps, and Data Engineering — defined precisely for practitioners, not for Wikipedia. — $29
- [DP-C: LLM Prompt Engineering Playbook](https://aieworks.systemdrd.com/products/dp-c/): 250+ production-ready prompts for software engineers across 8 categories: code review, documentation, debugging, system design, testing, performance, and ML engineering. — $39
- [DP-D: ML System Design Interview Workbook](https://aieworks.systemdrd.com/products/dp-d/): 25 fully worked case studies with complete 7-step solutions. YouTube recommendation, fraud detection, search ranking, content moderation, LLM evaluation — and 20 more. — $99
- [DP-E: Production AI Systems Blueprint](https://aieworks.systemdrd.com/products/dp-e/): End-to-end architectural reference for building production ML/AI systems. 10 architecture patterns, data pipeline design, training at scale, serving patterns, and 20 production checklists. — $129
- [DP-F: AI Feature Engineering Playbook](https://aieworks.systemdrd.com/products/dp-f/): 15 blueprints for adding AI features to any product: semantic search, RAG assistants, classification, churn prediction, personalization, fraud detection. — $99
- [DP-G: LLM Engineering Handbook](https://aieworks.systemdrd.com/products/dp-g/): Complete practitioner guide for building LLM-powered applications. Model selection, prompt engineering patterns, RAG architecture, fine-tuning with LoRA, evaluation, and production cost/latency optimization. — $129
- [DP-H: Complete AI Engineering Interview Kit](https://aieworks.systemdrd.com/products/dp-h/): Everything for your interview campaign: 90-day Notion calendar, resume templates (LaTeX + DOCX), mock interview scorecards, and company-specific deep-dive checklists. — $197
- [DP-I: AI Engineering Starter Kit for Teams](https://aieworks.systemdrd.com/products/dp-i/): For engineering teams adding AI to their products. Includes team AI readiness assessment, project kickoff Notion template, role-specific learning tracks, and a 90-day team roadmap. — $297
- [DP-J: Production LLM Systems — Self-Paced Course](https://aieworks.systemdrd.com/products/dp-j/): 6-module self-paced course: LLM foundations, RAG systems, fine-tuning, evaluation, production serving, and capstone project. Includes GitHub repo access and completion certificate. — $347

## Programs
- [AC-A: AI Engineering Bootcamp](https://aieworks.systemdrd.com/programs/ac-a/): 13-week self-paced program with weekly projects, assignments, and a production capstone. Go from software engineer to AI engineer with a deployed system and portfolio. — $497
- [AC-B: 8-Week Async Cohort Program](https://aieworks.systemdrd.com/programs/ac-b/): Weekly challenges with peer accountability, code reviews, and community. Each week: challenge drops Monday, peer review Friday, solution walkthrough Sunday. — $797
- [AC-C: Cross-Functional AI Team Training](https://aieworks.systemdrd.com/programs/ac-c/): Role-specific learning tracks for engineering, product, design, QA, and management teams. Everyone learns what they need to build AI products together effectively. — $997

## Product Details
### DP-A: AI/ML Interview Cheat Sheet Bundle
- URL: https://aieworks.systemdrd.com/products/dp-a/
- Price: $49 USD
- 12 print-ready, double-sided reference cards covering every domain tested in ML engineering interviews at FAANG and top AI companies. Covers: ML Algorithms, Deep Learning, Transformers & LLMs, ML System Design Framework, Statistics & Probability, Python ML Code Snippets, SQL for Data Scientists, MLOps & Production Patterns, Behavioral STAR Framework, FAANG Interview Formats, ML Metrics & Evaluation, and Feature Engineering Patterns.
- Tags: machine learning, interview, cheat sheet, faang, career

### DP-B: AI Engineering Glossary & Reference
- URL: https://aieworks.systemdrd.com/products/dp-b/
- Price: $29 USD
- 180+ terms across ML, Deep Learning, LLMs, MLOps, and Data Engineering. Each term is defined clearly for practitioners — not a Wikipedia rewrite. Organized alphabetically by section, with ML application context for every term.
- Tags: machine learning, glossary, reference, ai engineering

### DP-C: LLM Prompt Engineering Playbook
- URL: https://aieworks.systemdrd.com/products/dp-c/
- Price: $39 USD
- 250+ production-ready prompts for software engineers across 8 categories: code review, documentation, debugging, system design, testing, performance optimization, and ML engineering. Variables in [BRACKETS] — customize for your codebase. Compatible with GPT-4o, Claude 3.5, and Gemini 1.5 Pro.
- Tags: prompts, llm, gpt, claude, prompt engineering, coding

### DP-D: ML System Design Interview Workbook
- URL: https://aieworks.systemdrd.com/products/dp-d/
- Price: $99 USD
- 25 fully worked ML system design case studies for FAANG interviews. Each uses the same 7-step framework: problem scoping, metrics, data strategy, feature engineering, model architecture, training & evaluation, serving & monitoring. Includes "what earns points with interviewers" for every case.
- Tags: machine learning, system design, interview, faang, ml, career

### DP-E: Production AI Systems Blueprint
- URL: https://aieworks.systemdrd.com/products/dp-e/
- Price: $129 USD
- End-to-end architectural reference for building production ML/AI systems. Covers: 10 architecture patterns, data pipeline design (batch, streaming, Lambda), model training at scale, 7 serving patterns, and 20 production checklists (data quality, model serving, monitoring, incident response).
- Tags: mlops, production, ai engineering, architecture, deployment

### DP-F: AI Feature Engineering Playbook
- URL: https://aieworks.systemdrd.com/products/dp-f/
- Price: $99 USD
- 15 production-ready blueprints for adding AI features to any product. Each blueprint includes: what the feature does, ML approach, data requirements, confidence+effort estimation matrix, PRD template section, and common failure modes.
- Tags: ai features, product management, prd, machine learning, blueprints

### DP-G: LLM Engineering Handbook
- URL: https://aieworks.systemdrd.com/products/dp-g/
- Price: $129 USD
- Complete practitioner guide for building LLM-powered applications in production. Covers: model selection, prompt engineering patterns, RAG architecture, fine-tuning (LoRA, QLoRA), LLM evaluation, and production optimization (cost reduction, latency, caching, fallback strategy).
- Tags: llm, gpt, claude, rag, fine-tuning, llm engineering

### DP-H: Complete AI Engineering Interview Kit
- URL: https://aieworks.systemdrd.com/products/dp-h/
- Price: $197 USD
- Everything you need for your AI/ML interview campaign in one kit. Includes: 90-day Notion preparation calendar with daily tasks, ATS-optimized resume templates, mock interview scorecard with 7-dimension rubric, and company-specific deep-dive checklists for Google/DeepMind, Meta/FAIR, Amazon/AWS, OpenAI, Anthropic, and Apple.
- Tags: interview, career, resume, machine learning, faang

### DP-I: AI Engineering Starter Kit for Teams
- URL: https://aieworks.systemdrd.com/products/dp-i/
- Price: $297 USD
- For engineering teams adding AI to their products for the first time. Includes: team AI readiness assessment, AI project kickoff Notion template, role-specific learning roadmaps for SWE/MLE/PM/Design/QA, and a 90-day team transformation roadmap. Designed for teams of 4–20 engineers.
- Tags: team, ai, product management, engineering, training

### DP-J: Production LLM Systems — Self-Paced Course
- URL: https://aieworks.systemdrd.com/products/dp-j/
- Price: $347 USD
- 6-module self-paced course for engineers building production LLM applications. Modules: LLM Fundamentals & Selection, Prompt Engineering & Evaluation, RAG Systems from Scratch, Fine-tuning with LoRA/QLoRA, Production Serving & Monitoring, and Capstone Project. Includes GitHub repo with all code, completion certificate, and access to course Discord channel.
- Tags: llm, course, rag, fine-tuning, production, ai engineering

## Program Details
### AC-A: AI Engineering Bootcamp
- URL: https://aieworks.systemdrd.com/programs/ac-a/
- Price: $497 USD
- Complete 13-week self-paced program from software engineer to production AI engineer. Each week: 8–10 hours of structured learning, one coding assignment, one project component. You graduate with a deployed, production-grade AI system on your GitHub.

### AC-B: 8-Week Async Cohort Program
- URL: https://aieworks.systemdrd.com/programs/ac-b/
- Price: $797 USD
- 8-week cohort program with peer accountability, weekly challenges, and community. Weekly rhythm: challenge Monday, peer review Friday, solution Sunday. You work with an accountability partner, participate in Discord, and optionally join weekly live Q&A sessions (always recorded).

### AC-C: Cross-Functional AI Team Training
- URL: https://aieworks.systemdrd.com/programs/ac-c/
- Price: $997 USD
- 8-week training program for cross-functional product teams building AI features. Role-specific tracks for: Software Engineers & MLEs, Product Managers, UX/UI Designers, QA Engineers, and Engineering Managers. Weeks 1–2: shared AI foundations. Weeks 3–6: role-specific deep dives. Weeks 7–8: shared capstone.

## FAQ
### What format are the products delivered in?
All products are delivered as PDF files. You get an immediate download link after purchase. Cheat sheets are print-ready (A4/Letter). Workbooks and guides are optimized for reading on screen and print.

### Do I need prior ML experience?
It depends on the product. The Quick-Start Guide (free) and Glossary are designed for engineers new to ML. The System Design Workbook and LLM Handbook assume you know Python and basic ML concepts. Cohort programs are designed for people actively learning.

### Are these products kept updated?
Yes. Major LLM and tooling updates are reflected in new versions. Buyers receive updated versions at no cost. The LLM Engineering Handbook in particular is updated every quarter as the field evolves.

### Is there a refund policy?
Yes — 7-day no-questions-asked refund on all products. If you buy something and it does not meet your expectations, email support and you will get a full refund within 24 hours.

### How is this different from free content on Medium or YouTube?
These resources are built to be immediately usable, not to drive blog traffic. Every product goes through a production-readiness review: complete content (no part 2 coming soon), accurate code that runs, and clear structure designed for reference rather than one-time reading.

### Can my company purchase a team license?
Yes. The Team Training program (AC-C) is designed for company teams. For bulk purchases of individual products (5+ seats), contact us at hello@systemdrd.com for team pricing.