Where do Chatswood learners find the best vibe coding and AI agents classes?
In live online lessons that teach teenagers and adults to build agents and to test them properly, not only to prompt them. The 2021 Census counted 25,553 people in Chatswood, 67.6% of occupied homes flats or apartments and 52.7% of residents aged 15 and over holding a bachelor degree or higher. Lessons are private or in small level-matched groups, and the first is free.
Here is a test that every AI agent builder should run. We asked three simple agents the same question: which month had the most entries at Chatswood Station? All three said August 2026, with 949,108 entries, and all three were right. One read every month. One read only the last three. One read every month but compared the numbers as text. Grading only the final answer gives all three full marks. Grading the path each agent took exposes two of them, and running them across every station proves why that matters.
Facts last verified 10 October 2026. Teaching is online; no Chatswood branch is claimed.
Every course here touches agent testing at its own level. Book the free trial to find the fit, with no card details needed.

Build Python and web projects with AI help, then test every function before trusting it.
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How AI tools behave, where they fail, and how to check their work.
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Language models, retrieval and agents, including how professional teams evaluate them.
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Workplace agents in Copilot Studio with testing built into the design, taught privately.
See the syllabusBrowse the course atlas for more than one hundred options and use the coding roadmap to check prerequisites.
The four we are known for
These run underneath everything above. Every one is live and online, placed by ability rather than by age, and the first class is free.

Python, web and AI projects where the learner still owns the thinking.
See the syllabus
Automate the work you already do, then let AI carry part of it.
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Train a model, read what it learned, and be able to say why it is wrong.
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Run AI coding agents on real work without losing control of the codebase.
See the syllabusCensus 2021 QuickStats for the Chatswood suburb, measured against New South Wales and Australia.
| Headline | Chatswood |
|---|---|
| Residents | 25,553 |
| Families | 6,937 |
| Private dwellings | 11,129 |
| People per household | 2.5 |
| Measure | Chatswood | NSW | Australia |
|---|---|---|---|
| Flats or apartments among occupied homes | 67.6% (6,442) | 21.7% | 14.2% |
| Bachelor degree or higher, aged 15 and over | 52.7% (11,221) | 27.8% | 26.3% |
| Professionals among employed residents | 39.6% (4,821) | 25.8% | 24.0% |
| Walked only to work on Census day | 7.0% (856) | 2.5% | 2.5% |
Separate houses were only 27.9% of occupied homes, where across NSW they were 65.6%.
Nearly three times the state share walked to work on Census day, 856 people in all.
The Census was taken in August 2021 during lockdowns, and 49.9% of employed residents worked at home that day.
Privacy adjustments mean the bureau's cells may not sum exactly to its totals. We quote its published figures and never make a total by adding parts.
Each agent has one tool: fetch the entry count for a given station and month from Transport for NSW's monthly data. The question is the busiest month at Chatswood Station from October 2024 to August 2026.
| Agent | What it does | Tool calls | Answer at Chatswood |
|---|---|---|---|
| A | Reads all 23 months and compares numbers | 23 | August 2026, correct |
| B | Reads only the last 3 months | 3 | August 2026, correct |
| C | Reads all 23 months but compares them as text | 23 | August 2026, correct |
| Agent | Correct answers | Total tool calls |
|---|---|---|
| A | 338 of 338 | 7,774 |
| B | 29 of 338 | 1,014 |
| C | 259 of 338 | 7,774 |
Chatswood's record month happens to be the last one, so a three-month look finds it. At most stations the record is earlier; March 2026 was the busiest month at 177 of them.
Text comparison puts 949,108 above 686,889 because both have six digits. It fails whenever counts have different lengths, which is why it was right at exactly the 259 stations whose counts all had the same number of digits.
Reading every month and comparing numbers is the only path that would be right anywhere, and the trajectory shows it.
Instead of asking only whether the answer matched, the grader reads the agent's log: did it fetch every month in the range, did it parse each count as a number, did it compare the right values? Agent B fails the first check and agent C fails the second, even at Chatswood where their answers were correct.
The agents, their tool logs and all counts of correct answers are our own, written for teaching from the published monthly figures. Entry counts measure gate entries and the page draws no conclusion about why any month was busier.
Teams that ship agents test them in layers. The Chatswood project gives learners a small version of each layer.
| Check | Question it asks | Catches |
|---|---|---|
| Final answer | Did the output match the known answer? | Plainly wrong answers |
| Coverage | Did the agent look at everything it needed? | Agent B's three-month shortcut |
| Types | Were values handled as the right kind of data? | Agent C's text comparison |
| Many cases | Does the behaviour hold across varied inputs? | Lucky passes on one example |
The last row is the cheapest lesson of all. One station, Chatswood, made every agent look good. Three hundred and thirty eight stations separated them completely. A test set with many varied cases is the first thing to build, before any clever prompt.
Write the three agents in Python, log every tool call, and write a grader that reads the log.
Design evaluation sets that mix easy, tricky and adversarial cases, and measure agents with both answer and path scores.
Apply the same checks to workplace agents before they touch real systems or real customers.
Transport for NSW, Willoughby City Council, the NSW Department of Education and the statistics bureau provide the open data used here and have no connection with Modern Age Coders.
A few more facts from the department's files and the station data.
The NSW Department of Education dates the school's first teacher to July 1883.
The department's file gives January 1959 for the high school's first teacher.
In the station data the lowest month was January 2025, with 686,889 entries; January 2026 was the second lowest at 724,159.
A shared station
Transport for NSW labels Chatswood Station as Metro Shared in its monthly file, one of five stations with that label among 383 in the data.
Ages are a guide only; the free trial settles the level.
Scratch games planned by the child, built with AI help, then tested by hand.
Vibe Coding for KidsAI Literacy for Kids (Ages 8 to 14)Python written with an AI and then checked line by line.
Vibe Coding for TeensPython for TeensSmall agents with tools, logs and graders that read the logs.
AI Tools Course for Teens (13+)AI and Machine Learning for TeensProduction agents, evaluation sets and workplace platforms.
Generative AI CourseCopilot Studio Agent Masterclass for ProfessionalsBecause an agent that is right for the wrong reason will eventually be wrong, and only someone who reads the path will see it coming.
Agent C in our project is right at Chatswood and wrong at 79 other stations. Nothing in its answer warns you; the flaw is visible only in how it compared the numbers. Real agents fail in the same quiet way when they skip data or mishandle types.
A learner who has built all three agents and the grader reads any AI system differently. They ask what the agent looked at, how it handled each value, and whether it was tested on many cases or just one convenient example.
In 2026 the Chatswood learners who can grade agents will be the ones trusted to build them, and that skill starts with writing and testing code yourself. The longer argument is in why teenagers should still learn to code in 2026.
Most Chatswood homes are apartments, and a live online lesson needs nothing more than a quiet corner and a laptop.
The learner joins from home, so the whole hour goes to coding rather than travel.
Plans follow the NSW syllabus stages and pause for state school holidays.
The free first lesson is a proper class, followed by a recommendation and nothing to pay.
Fifteen to twenty learners at the same level, or one to one when that suits better.
Two fixed lessons a week, about eight a month, with breaks planned in advance.
A 6:30pm Chatswood lesson in summer starts at 1pm India time, and at 2pm once Sydney ends daylight saving.
Clock changes in Sydney
Daylight saving in Sydney runs from Sunday 4 October 2026 to Sunday 4 April 2027, while India stays on one time. Our timetables are always written in Sydney time.
The price list has three lines.
The first lesson is free and ends with a clear suggestion.
A month of group lessons, normally eight, with fifteen to twenty learners.
Around eight one-to-one lessons a month.
Outside India we invoice in US dollars, with one rate for every suburb. Nothing is charged until course and timing are fixed after the trial, and the pricing page explains holidays and absences.
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Tell us an age and a topic the learner likes. A Year 9 student might start by getting an AI to build a quiz; an adult might start by writing agent C and finding its bug.
What Chatswood families and adult learners usually ask first.
The 2021 Census QuickStats for the Chatswood suburb record 25,553 residents and a median age of 37.
Trajectory evaluation grades the steps an AI agent took, such as which tools it called and what it did with the results, instead of only checking whether its final answer was correct. It catches agents that reach a right answer by a wrong or lucky route.
Learners build three agents that find the busiest month at Chatswood Station from Transport for NSW data. All three answer August 2026 correctly, but across 338 stations one is right every time, one only 29 times and one 259 times. Learners then write a grader that reads each agent's steps.
Text comparison goes character by character, so 99,000 sorts above 100,000 because 9 comes after 1. When all the numbers have the same length it happens to work, which is how the text-comparing agent stayed right at Chatswood.
Not for the first lessons. Beginners start with simpler projects and reach agents once they can write and read short programs.
No. Copilot Studio is taught one to one only, because every workplace has its own data and permissions. Teenagers build agents in Python.
Yes, from age six, starting with Scratch and simple vibe coding. The agent project is for older students.
No. All lessons are live online and we have no premises in Australia. The phone number on our site is Indian.
The first lesson is free. Then a group place is USD 100 a month for two live lessons a week, about eight a month, with fifteen to twenty learners, or USD 150 a month one to one.
Fifteen to twenty, grouped by level and pace. If no group fits, one-to-one lessons are offered.
The Willoughby page covers the wider council area, and nearby North Sydney has its own page. Learn to think, not just use AI tools explains our approach; the Sydney page covers the city.