AI Ethics, Disclosure and Safety
What must be declared, and what ends a business's credibility.
- 5 lessons
- about 10 minutes (estimate)
- Taught by Ali
- Free
- Video in اردو
- Exercises in اردو
- 10 quiz questions
- 5 exercises
That was a one-minute preview. The full course video is for signed-in learners. Sign in to watch it here, or create a free BvLogic ID; it takes a minute, and this course is added to it.
What you'll be able to do
- Recognise the four failures that actually cost people.
- Know when silence becomes dishonesty.
- Test for the unfairness you can measure.
- Set the rule before somebody needs it.
- Produce a one page policy this week.
Course content
- 1 Where the real harm happens Recognise the four failures that actually cost people.
- 2 What must be disclosed Know when silence becomes dishonesty. Sign in to open
- 3 Bias, and what you can actually do about it Test for the unfairness you can measure. Sign in to open
- 4 Data, privacy and what you may paste Set the rule before somebody needs it. Sign in to open
- 5 Writing the rules your team will actually follow Produce a one page policy this week. Sign in to open
Read what each lesson covers
- Where the real harm happens. Four failures cost real people now: invented facts stated confidently, unexplainable decisions about people, private data pasted into free tools, and impersonation.
- What must be disclosed. Disclose anything a reader would take as a real recording, testimony or journalism, and every synthetic voice or face. The test for the grey middle: would this person feel misled on learning how it was made?
- Bias, and what you can actually do about it. Run the same task several times changing only a name, city or language quality; if the output changes, you have found bias. Then stop, constrain with a rubric, or keep a human deciding.
- Data, privacy and what you may paste. A green, amber and red list of what may go into which tool, the named approved tools and plans, and one named person to ask before a bad paste happens.
- Writing the rules your team will actually follow. A one-page policy under six headings that a new joiner reads in three minutes, with a named human accountable for every AI-assisted output that leaves the building.
Who this course is for
- Business owners and managers whose staff already use AI tools, with or without a policy.
- Freelancers and agencies who deliver AI-assisted work to clients.
- Anyone who has to decide what may be pasted into a chatbot and what must be declared.
Try the first exercise (in Urdu)
لکھیں کہ ان چاروں میں سے آپ کا ادارہ کس کے لیے سب سے زیادہ کمزور ہے، اور وہ ایک اصول بتائیں جو اسے روک دے۔ ہر ایک کے لیے ایک جملہ۔
Using this in Pakistan
- AI automation entry roles advertised in September 2026 (Junior AI Automation Engineer, AI Automation Specialist, AI Video Content Creator) are mostly in Lahore; one Lahore junior role offered Rs 50,000 to 80,000 a month. Source
- The data is still thin: on 30 September 2026 Rozee.pk returned about 110 'AI automation' results across Pakistan and 1 in Faisalabad. Source
- The tools these adverts name: n8n, Make, Zapier, OpenAI and webhooks. Source
Questions
Is it really free?
Yes. No payment and no card; lesson 1 needs no account.
Is there a certificate?
Yes, when you complete every lesson.
Can I learn in Urdu?
Every lesson has an Urdu exercise alongside the English reading.
How long does it take?
About 10 minutes of reading, plus the exercises.
What comes next?
The paid Generative AI for Business programme, in Faisalabad and live online.
Generative AI for Business
Generative AI for Business
This free course is the introduction. The programme is taught by a trainer, marked by the academy, and carries the syllabus in full: the part an employer asks about.
See the full syllabus and fee