AI Training
From zero to a working AI system in 60 minutes.
“A paint-by-numbers guide to AI infrastructure for absolute beginners.”
Most AI advice skips the most important part: where your files go. This guide teaches you to build a personal system where prompts, conversations, and project files live in one organised place — so every AI session builds on the last.
Audience
Anyone who has never used AI tools before
Outcome
A personal workspace where your AI work lives in one organised place
Time
About 60 minutes for the full setup
Why most AI investments fail
The bottleneck was never the model. It’s the system around it.
of companies struggle to scale AI value
BCG
of organisations see no measurable ROI
MIT Media Lab
abandoned AI initiatives in 2025
S&P Global
say effort feels disproportionate to value
ClickUp
The 24% seeing real returns aren’t smarter prompters — they’re better file managers.
Two ways to work with AI
Same tools. Same models. Different infrastructure.
Repeat forever
Context compounds
The bottleneck was never the model. It’s the system around it.
What you’ll learn
Ten parts, zero code required. Start with the first three today.
What you need
AI accounts, file management tools, and the basics of Markdown.
15 min
Set up your workspace
Install Obsidian or VS Code, create your folder structure, write your personal profile.
15 min
Your first AI conversation
Custom instructions, file uploads, and your first reusable prompt.
15 min
Your prompt library
Six tested prompts for research, planning, summarising, review, teaching, and exploration.
20 min
Getting unstuck
Six diagnostic prompts for common blockers — from “I don’t know what I don’t know” to “I’ve been going in circles.”
15 min
What AI gets right and wrong
Three failure modes every user should understand: hallucination, sycophancy, and user bias.
10 min
Building your rhythm
A sustainable weekly workflow. Minutes, not hours. Paste profile, paste prompt, save response.
5 min
Where this can take you
Case studies, adversarial analysis, and a quality assurance framework for your AI output.
10 min
How projects grow
Three stages: prototype (minutes), experiment (days), production (weeks). Know which stage you’re in.
10 min
Where to go from here
Personal AI Infrastructure philosophy. Building a system that scales with you.
5 min
Key concepts
Three failure modes to watch for, and the one principle that changes everything.
Hallucination
The factory produces defective output.
AI generates confident, well-structured responses that are factually wrong. There is no red warning light — hallucinated text looks identical to accurate text.
Defense: Verify claims independently. Cross-reference. Never cite AI output as a primary source.
Sycophancy
The factory tells you what you want to hear.
AI tends to agree with you, validate your assumptions, and avoid pushing back on flawed reasoning. It is optimised for helpfulness, not honesty.
Defense: Explicitly ask for counterarguments. Use adversarial prompts. Push back on agreement.
User bias
You control what goes into the factory.
The frame you bring shapes the output you get. If you only ask for evidence supporting your view, that is exactly what you will receive.
Defense: Provide multiple perspectives in your prompt. Ask for the strongest counterargument to your position.
Context compounding
The 24% of organisations seeing real AI returns aren’t using better models. They build context systems — organised, reusable knowledge that makes every session more valuable than the last.
Infrastructure beats intelligence. Every time.
Ready to start?
Download the full guide — all ten parts, prompt templates, appendices, and glossary. It’s a plain Markdown file. Open it in any text editor, or feed it to an AI assistant for a personalised walkthrough.