Workshop

Masterprompting

From token to output

Interactive 2-hour workshop. From Karpathy's micro-GPT through advanced prompt patterns and context engineering to the Sakizli consultation model for professional AI consulting.

4
Parts
23
Sections
2h
Duration
14
Exercises
8
Downloads

Workshop content

01

Understanding LLMs from the Inside

~30 min

Karpathy's micro-GPT - The atomic algorithm in 6 chapters

What is an LLM really?Chapter 1: Dataset & TokenizerChapter 2: Autograd (Value Class)Chapter 3: Parameter InitializationChapter 4: GPT ArchitectureChapter 5: Training with AdamChapter 6: Inference (Text Generation)
7 Sections6 Code5 Exercises1 Downloads
02

Masterprompting Techniques

~30 min

From Zero-Shot to Production-Grade Prompting

Anatomy of a Perfect PromptAdvanced Prompt PatternsProduction-Grade PromptingContext Window StrategiesSampling Parameters in Detail
5 Sections4 Exercises1 Downloads
03

Context Engineering & Agentic AI

~30 min

6 building blocks, 5 levels, Dark Factory & the future

The 6 Building Blocks of the LLM Context4 Tools for Context EngineeringIntent Engineering5 Levels of AI Coding (Dan Shapiro Framework)The Dark Factory: StrongDM Case StudyAgentic AI Tools Compared
6 Sections1 Exercises2 Downloads
04

Sakizli Consultation Model

~30 min

AI consulting for SMEs: 5 phases, questioning techniques & practice

AI Consultation Model: Overview5-Phase Consulting Model (Detailed)Question Framework: Modules A-DPractical Application: AI-Supported ConsultingEthics, Governance & Regulation
5 Sections4 Exercises4 Downloads

Ready for the workshop?