Every route below teaches the same method: specify what correct means, compare against evidence produced independently of the thing you are checking, and say what your check does and does not cover. They differ in where they stop, not in what they teach. Choose one on the module hub and the site will follow it.
The short route
6 units, 201 minutes (about 3.4 hours). 35 min video, 69 min reading, 97 min activity. The video and the reading cover the same ground, so most learners spend one of those two rather than both.
Who it suits. You want the module's actual skill and cannot find seven hours. You keep the part where you build a reference and check something against it, and you give up the parts about writing the work up and defending it.
What you will miss. Specification and re-prompting, the disclosure and defence you would submit, everything about choosing and working with these systems, and the closing argument about where the observer stands.
- Unit 0: Human introduction and how to use this module — 26 min
- Unit 2: Ada's ordered procedure — 26 min
- Unit 3: What a language model does differently — 32 min
- Unit 6: Meet the Bernoulli numbers — 37 min
- Unit 7: Ask AI to generate the routine — 28 min
- Unit 8: Verification lab — 52 min
The core route (the default)
13 units, 420 minutes (about 7.0 hours). 74 min video, 145 min reading, 201 min activity. The video and the reading cover the same ground, so most learners spend one of those two rather than both.
Who it suits. Everybody, unless you have a specific reason to be on another path. It assumes no computer science and no programming, it covers what these systems are for and how to work with them as well as how to check them, and it is the path the time budget is set for.
What you will miss. The second worked case on sources, agents and automated actions, rights and attribution, representation and accessibility, the historical bug, and the closing second-order argument. The optional extensions and the Python lab work are also outside it.
- Unit 0: Human introduction and how to use this module — 26 min
- Unit 1: What generative AI is for — 28 min
- Unit 2: Ada's ordered procedure — 26 min
- Unit 3: What a language model does differently — 32 min
- Unit 4: Choosing the tool — 29 min
- Unit 5: Prompts, context and attachments — 28 min
- Unit 6: Meet the Bernoulli numbers — 37 min
- Unit 7: Ask AI to generate the routine — 28 min
- Unit 8: Verification lab — 52 min
- Unit 10: Re-prompting, specification, and overreliance — 40 min
- Unit 12: High-stakes use and escalation — 28 min
- Unit 13: Privacy and data handling — 25 min
- Unit 17: Disclosure, defence, and responsible use — 41 min
The core route with the code work
13 units, 420 minutes (about 7.0 hours). 74 min video, 145 min reading, 201 min activity. The video and the reading cover the same ground, so most learners spend one of those two rather than both.
Who it suits. You write code, or you are on a computing programme and want the version that engages with testing rather than only with judgement. Same units as the core path, taken through the Python route with the lab extensions. Recommended if you program, required of nobody.
What you will miss. The same units the core path misses. The code work teaches no new verification idea; it gives a second way to practise the same one, with the machine doing the comparison.
- Unit 0: Human introduction and how to use this module — 26 min
- Unit 1: What generative AI is for — 28 min
- Unit 2: Ada's ordered procedure — 26 min
- Unit 3: What a language model does differently — 32 min
- Unit 4: Choosing the tool — 29 min
- Unit 5: Prompts, context and attachments — 28 min
- Unit 6: Meet the Bernoulli numbers — 37 min
- Unit 7: Ask AI to generate the routine — 28 min
- Unit 8: Verification lab — 52 min
- Unit 10: Re-prompting, specification, and overreliance — 40 min
- Unit 12: High-stakes use and escalation — 28 min
- Unit 13: Privacy and data handling — 25 min
- Unit 17: Disclosure, defence, and responsible use — 41 min
The route without the mathematics
11 units, 349 minutes (about 5.8 hours). 60 min video, 117 min reading, 172 min activity. The video and the reading cover the same ground, so most learners spend one of those two rather than both.
Who it suits. You do not want to derive Bernoulli numbers by hand and would rather not meet summation or binomial coefficients at all. You still read about Ada's procedure, because it is the demonstration the whole module refers back to, and you do the full method on a case with no arithmetic in it -- checking a referenced summary against what its sources actually say.
What you will miss. The Bernoulli derivation and the verification lab, which is where the method is proved on a case with a decidable answer rather than described. You get the method, on a case where the judgements are yours -- and you should know that is the trade you have made.
- Unit 0: Human introduction and how to use this module — 26 min
- Unit 1: What generative AI is for — 28 min
- Unit 2: Ada's ordered procedure — 26 min
- Unit 3: What a language model does differently — 32 min
- Unit 4: Choosing the tool — 29 min
- Unit 5: Prompts, context and attachments — 28 min
- Unit 9: Grounding and citation checking — 46 min
- Unit 10: Re-prompting, specification, and overreliance — 40 min
- Unit 12: High-stakes use and escalation — 28 min
- Unit 13: Privacy and data handling — 25 min
- Unit 17: Disclosure, defence, and responsible use — 41 min
The responsible-use route
7 units, 207 minutes (about 3.5 hours). 35 min video, 74 min reading, 98 min activity. The video and the reading cover the same ground, so most learners spend one of those two rather than both.
Who it suits. You want the duties rather than the mechanics -- consequence and escalation, what leaves your device, who owns the output, and what a generated summary does to the people it describes. Short, and meant to be taken beside another path rather than instead of one.
What you will miss. Everything about how these systems work and how to check their output. This is why it is a companion path rather than a whole one.
- Unit 0: Human introduction and how to use this module — 26 min
- Unit 3: What a language model does differently — 32 min
- Unit 12: High-stakes use and escalation — 28 min
- Unit 13: Privacy and data handling — 25 min
- Unit 14: Copyright and attribution — 23 min
- Unit 15: Bias, representation and accessibility — 32 min
- Unit 17: Disclosure, defence, and responsible use — 41 min
The complete route
19 units, 618 minutes (about 10.3 hours). 108 min video, 209 min reading, 301 min activity. The video and the reading cover the same ground, so most learners spend one of those two rather than both.
Who it suits. You want everything the module offers -- all nineteen units, both worked cases, the optional extensions and the lab work. Just over ten hours, and it is meant to be taken over several sittings rather than at once.
What you will miss. Sustainability beyond the resource section in the tool-choice unit, and industry practice, both of which are signposted rather than taught. Institutional assessment policy, employer policy and jurisdiction-specific legal advice are out of scope by decision -- the module states the boundary and tells you to check your own rules.
- Unit 0: Human introduction and how to use this module — 26 min
- Unit 1: What generative AI is for — 28 min
- Unit 2: Ada's ordered procedure — 26 min
- Unit 3: What a language model does differently — 32 min
- Unit 4: Choosing the tool — 29 min
- Unit 5: Prompts, context and attachments — 28 min
- Unit 6: Meet the Bernoulli numbers — 37 min
- Unit 7: Ask AI to generate the routine — 28 min
- Unit 8: Verification lab — 52 min
- Unit 9: Grounding and citation checking — 46 min
- Unit 10: Re-prompting, specification, and overreliance — 40 min
- Unit 11: Agents and automated actions — 32 min
- Unit 12: High-stakes use and escalation — 28 min
- Unit 13: Privacy and data handling — 25 min
- Unit 14: Copyright and attribution — 23 min
- Unit 15: Bias, representation and accessibility — 32 min
- Unit 16: The historical bug and historical honesty — 29 min
- Unit 17: Disclosure, defence, and responsible use — 41 min
- Unit 18: Alles Lüge! First- and second-order reasoning — 36 min