Drive a Mr. Bean Mini or a Formula 1 Car—And Win Either Way.
Anyone can pretend they became an AI expert last night. Here is the calm, honest truth: models change every month, but clear human articulation and a well-structured Harness never go obsolete. Work through our five foundational lessons below for free, try three interactive entries from our 180-page coffee table book (AGIM's Wisdoms: My Brain in a Box), and take the starter harness home today.
What AI Actually Is: The Four Concentric Circles
People throw around "Artificial Intelligence", "Machine Learning", "Neural Networks", and "LLMs" as if they are four competing products. They aren't—they are four nested circles sitting inside one another. Click any circle below to inspect what it does.
Action AI
Circle 1: Artificial Intelligence (The Whole Umbrella)
Any computer system built to make decisions, spot patterns, or solve problems that normally require human intelligence. This started in the 1950s and includes everything from a basic chess computer to modern assistants.
Where AI Is Going: From Tuesday Errands to Curing Sicknesses
Skip the sci-fi hysteria. What is actually happening right now is that software from the major players is integrating directly into everyday life—so one clearly articulated line triggers three or four distinct tools automatically. And that exact same clarity of articulation is what lets researchers direct frontier models to help cure real sicknesses.
Checks your calendar for free evening windows, remembers your usual neighbourhood and party size, and reserves a table.
Resolves "next Tuesday", links your work GPS pin, matches "Rhonda" in contacts, and attaches the Report PDF so it triggers when you arrive.
Finds your open weekly grocery delivery order, matches your regular 2L milk brand, and appends it to the cart automatically.
Notice why that worked: the human didn't need to write code, but they articulated the who, when, where, and what in one clear brief. Whether you are coordinating Tuesday morning errands or screening molecular compounds to cure a disease, AI only works for you when you articulate the mission clearly.
Chatbot vs. Harness: The Mr. Bean Mini vs. Formula 1 Car Law
A Chatbot is a raw engine sitting on a wooden crate with no steering wheel. A Harness is the chassis, brakes, folder map, and rulebook you wrap around the engine. Test all four combinations below to see why a person who can articulate their ideas inside a Harness wins whether they are driving a free Mr. Bean Mini Cooper or a frontier Formula 1 Car.
Clean, Reliable Finish (Mr. Bean Engine + Agim Harness)
95% Reliability • Best Value
Even though the model is a modest, free "Mr. Bean" engine, your RULES.md steering wheel and folder map tell it the exact file to edit, the exact rules to obey, and the exact mistakes to avoid. It stays on the track and ships real work for $0.
How to Structure Your Folders So Your System Learns From Itself
When a bare chatbot makes a mistake, most people argue with it and open a new tab—so tomorrow it makes the exact same mistake again. When you structure your folders into a Self-Learning Harness, every mistake becomes a permanent 1-line rule in 30_Lessons_Log/DECISIONS.md. Inspect each file below and download the starter script for free.
# RULES.md — My Project Harness & Steering Wheel
## 1. What We Are Building
- Plain-English summary of your game, book, or business workflow.
- Target audience and what "done well" looks like.
## 2. How to Work (Token & Time Efficiency)
- Read this file first before touching anything.
- Never read huge 200 KB files whole; read only the section you need.
- Propose changes first when a decision changes the meaning of the work.
## 3. Non-Negotiable Standards
- Language: Australian English (optimise, colour, centre).
- Tone: Direct, warm, factual, zero corporate fluff.
- Check: Verify calculations and links before marking a task complete.
## 4. Lessons Learned ("Fix It Once, Fix It Forever")
- Before starting any task, check `30_Lessons_Log/DECISIONS.md` so we never repeat an old mistake.
Pick Your Graduation Track & Try "My Brain in a Box"
Our goal isn't to trap you on a monthly guru subscription. Pick the track that fits your life, try three interactive entries from our 180-page coffee table book below, and graduate to building your own work.
The Indie World-Builder Blueprint
How a non-programmer built Boundary Inc. (a live 3D multiplayer co-op game) by acting as the Director & Architect.
- 1. Harness: Set up
AGENTS.mdand a 3-lane build plan so AI never breaks working code. - 2. Simulation First: Build deterministic game rules before 3D visuals.
- 3. Right-Size Models: Use "Mr. Bean" models for quick polish and "Formula 1" models for physics.
"Fix It Once, Then You Own It"
Honest business solutions for managers, tradies, venues, and coordinators tired of messy spreadsheets and $5,000 retainer traps.
- 1. Bottleneck: Spot your biggest weekly time-thief (rosters, break compliance, quoting, or handovers).
- 2. Build Local: Turn your rules into a self-checking calculator or dashboard in one weekend.
- 3. Need a Hand? Book a flat-rate Weekend System Fix—we build it, teach you in 20 mins, and hand you 100% ownership.
The "My Brain in a Box" Legacy Kit
Zero-jargon AI for turning a lifetime of family stories, recipes, dad jokes, or practical wisdom into a real hardcover book.
- 1. Capture: Drop voice notes or typed memories into
00_Inbox_and_Raw/at your own pace. - 2. Edit Gently: Use an editorial harness that preserves 100% of your authentic voice.
- 3. Print Local: Compile a print-ready hardcover PDF for local Melbourne printing (~A$28/copy).
Test 3 Live Entries from "My Brain in a Box" Right Now
Try three real interactive entries from the coffee table book—covering Chapter III (Feats of Immense Competency), Chapter II (Business Distinctions), and Chapter VIII (AGIM Loves Maths).
The 1089 Mathematical Force
Enter any 3-digit number where the first and last digits differ by at least 2 (e.g. 852 or 741). Watch a deterministic harness force the exact same destination every time.
Markup vs. Margin Truth Checker
Confusing Markup with Gross Margin is the #1 way small businesses accidentally underprice their work. Enter a cost and selling price ($):
The 18" vs. Two 12" Pizzas Law
Because circle area scales with the square of the radius ($A = \pi r^2$), human intuition gets fooled by diameters. Compare one large pizza against two smaller ones: