Glossary and final exam
Every term in one place, then fifteen questions drawn from across the guide. Get sixteen right and you have genuinely understood this.
In 60 seconds
Glossary and final exam
Every term in one place, then fifteen questions drawn from across the guide. Get sixteen right and you have genuinely understood this.
Final exam
Where to go next
- Build something small and attack it. A toy agent with two tools, then run the Module 23 grid on it. You will learn more in an evening than in a month of reading.
- Follow the incident reports. Real agent failures are published regularly and each one is worth more than a benchmark.
- Read the OWASP LLM Top 10 in full, once, properly. It is short and it is the shared vocabulary of this field.
- Watch Robert Miles' back catalogue if the AGI material grabbed you. It is the clearest explanation of alignment available anywhere.
- Teach it to someone. Explaining the lethal trifecta to a colleague is the fastest way to find out whether you understood it.
Watch and read more
Lab
The final exam, then one thing you build and give away.
The problem
You are done when
Hard questions
Try to answer before you reveal. If you can answer these, you understood the lesson.
Q1Someone asks: 'why bother with all this if AGI is decades away?' Answer in three sentences, no hedging.Reveal
Questions people ask
I want to go deeper on the security side. What next?
OWASP's GenAI project for the threat taxonomy, MITRE ATLAS for adversarial techniques, and Simon Willison's prompt-injection archive for a running record of what actually works in the wild.
I want to go deeper on AGI and alignment.
Robert Miles for video explanations, the AI Safety Fundamentals curricula for structured courses, and the major labs' published safety frameworks for how organisations are actually handling capability thresholds.
Is there a career in this?
Yes, and demand outstrips supply in several directions: AI security engineering, evaluation, red teaming, interpretability research, and policy. The security-engineering route is the most accessible if you already build software.
How do I keep up as this changes?
Follow a small number of people who publish carefully and correct themselves in public. Ignore the volume. The fundamentals in this guide — trust boundaries, least privilege, blast radius — have not changed in decades and will outlast every specific technique here.
Lesson test
5 questions. Get 3 right (60%) to pass and complete this lesson.
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