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Cheat Sheets All levels

One-page, printable references for the things you look up every day — and revise the night before an interview. Each sheet is a PDF designed to fit on a single A4 page.

What's inside

01

Python for GenAI

Syntax, comprehensions, f-strings, async, typing and the standard-library calls you use most.

Python

02

LangChain & LangGraph

Chains, retrievers, tools, memory, state graphs and the patterns that replace boilerplate.

Frameworks

03

RAG pipeline checklist

Parsing, chunk sizes, retrieval options, re-ranking, evaluation metrics and common failure fixes.

RAG

04

Prompt engineering patterns

Zero/few-shot, chain-of-thought, structured output, tool use, guardrail phrasing — with templates.

Prompts

05

LLM API quick reference

Messages, temperature, max tokens, streaming, tool calling and errors across OpenAI-compatible APIs.

APIs

06

SQL for AI engineers

Joins, window functions, CTEs, aggregation and the queries behind NL-to-SQL and analytics.

SQL

07

Docker & Git

Dockerfiles for Python apps, compose, everyday Git commands and how to undo mistakes.

DevOps

08

DSA patterns & Big-O

Which pattern fits which problem, complexity of common operations, and Python templates.

Interviews

09

System-design numbers

Latency numbers, back-of-the-envelope maths, storage and throughput estimates, the interview framework.

Interviews

Every cheat sheet is

  • One printable page (A4 PDF), plus a web version
  • Copy-paste code snippets, not just bullet points
  • Updated when the libraries change — free updates included