Education · School students · Careers
Technology, AI and the future of work, discussed without predictions nobody can make.
Students are already using these tools, usually without anyone having explained what the tools are doing. This session covers how they work in plain terms, what to check before trusting an output, and why the interesting question is which tasks change rather than which jobs end.
In short
Technology, AI and the Future of Work is a supervised group session GullyFuture runs inside schools for Classes 5 to 12. Students learn in plain language what AI tools do and do not do, how to check an output, and how bias, privacy, copyright and misinformation apply. The school provides the group, venue and supervision.
Why this matters
The honest starting point is that nobody knows the details
Plenty of material aimed at students is either a sales pitch or a warning. Both are easier to write than an accurate account, and neither helps a fourteen-year-old decide what to do with a tool that is already on their phone.
Students meet these tools before anyone explains them
They arrive inside search results, homework help, recommendation feeds, photo editing and games. A student can use one daily and still have no idea where the answer came from or why it sounded certain.
Tasks move before roles do
It is more useful, and more truthful, to ask which parts of a particular job are now done differently than to list professions that will disappear. A session that named disappearing jobs would be guessing, and students would carry the guess for years.
Fluent is not the same as correct
Systems that generate text produce writing that reads confidently whether or not the content is accurate. Students who have never seen an output be wrong in a way they could verify tend to assume the tool has checked.
What you type in has left your device
Anything entered into an online tool goes somewhere else, is handled under terms most people have not read, and may be retained. The practical rule students can use is about what not to put in, not about which company to trust.
The school, not us, sets the rule for schoolwork
Whether students may use these tools for assignments is an institutional decision that varies by school, subject and task. We explain the reasoning on both sides and leave the rule where it belongs.
This material dates faster than anything else we write
Tools, features and the surrounding rules change during a school year. The session is written around methods that survive that churn — checking, sourcing, judging — and the content is reviewed periodically rather than left standing.
What we cover
What students actually work through
No jargon is introduced that is not then used, and no tool is presented as a product a student should adopt.
What these systems are doing, in plain terms
Patterns learned from large amounts of existing material, used to produce a likely next output. Described without mathematics, and without suggesting the system understands the subject the way a person does.
Where students already meet them
Feeds that decide what appears next, autocomplete, translation, photo filters, voice assistants, spam filtering and homework help. Most of the examples are ones students had not counted.
Tasks change before job titles change
Students take one occupation and split it into tasks, then ask which parts a tool could draft, which need a person to decide, and which involve responsibility somebody has to carry.
Checking an output before using it
Treating a generated answer as a draft from a stranger: find the claim, find a source that is not the tool, and notice when a name, date or reference cannot be located at all.
Where bias comes from
A system trained on existing material reflects what was in that material, including who was represented and who was not. Discussed through examples students can examine, not as a slogan.
Privacy and what not to type in
Personal details, photographs of other people, identity documents, school records, somebody else's private message, anything about a person who did not agree to be entered.
Copyright, credit and honest work
Where the training material came from, what it means to present generated work as your own, and how to credit assistance where the school allows it at all.
Misinformation and convincing fakes
Synthetic images, cloned voices and confident summaries of things that did not happen — and the habit of pausing before forwarding something that produced a strong reaction.
In the session
Prompt, then verify
The central activity is deliberately anticlimactic: students watch a fluent answer fall apart under checking, on the facilitator's screen rather than their own accounts.
- A prompt-and-verify demonstration: one question asked, the answer read aloud, then each factual claim in it checked against a source that is not the tool.
- A task-splitting exercise on a familiar occupation — which parts could be drafted, which need a decision, which carry responsibility.
- A sorting round on sample inputs: safe to type in, never type in, ask an adult first.
- A spot-the-fabrication activity using a passage containing invented references, worked through as a group.
- A short discussion of two real-looking images or clips, with students listing what they would check before believing either.
- A structured debate on using these tools for schoolwork, closing with the school's own rule stated by a teacher rather than by us.
- A written reflection: one thing the student will check from now on, and one thing they will stop entering.
By age
How far the session goes depends on the stage
The younger the group, the more of the session is about noticing and asking, and the less is about work.
Classes 5 to 7
Three ideas only: these tools guess rather than know, they can be wrong while sounding sure, and some things are never typed into them. Examples come from games, homework help and video feeds. No accounts, no sign-ups, nothing about careers.
Classes 8 to 10
Verification becomes the centre of the session, alongside privacy, bias and manipulated images. Academic honesty is discussed against the school's stated rule, and students practise checking rather than being told to check.
Classes 11 to 12
Task-level change in fields the group is considering, the judgement a person keeps, copyright and attribution, and what continuing to learn looks like once school stops setting the syllabus.
What students leave with
Modest, and all of it observable
We do not promise marks, confidence or outcomes. These are the things a session can actually produce, and a teacher in the room can see whether they happened.
- Students can explain in their own words what these tools are doing and what they are not doing.
- Students practise verifying one generated claim against an independent source during the session.
- Students can name at least three categories of information they will not type into an online tool.
- Students describe one occupation in terms of tasks that change and tasks that need a person to decide.
- Students leave knowing the school's own rule on using these tools for assignments, stated by the school.
- The school receives attendance, the topics covered, and an aggregate note of the questions students asked.
Formats
Ways this can run at your institution
Pick what fits the group, the hall and the time you can give it. Most schools start with one session and decide afterwards.
Awareness session
A concise introduction for a larger group — an assembly or a year group — closing with moderated questions.
Interactive workshop
Classroom-sized. Scenarios, discussion, reflection, and an action worksheet the student keeps.
Expert conversation
A supervised conversation with a professional or practitioner, built around the questions students prepared.
Short programme series
Two or more connected sessions, with something to practise in between and a closing reflection.
Teacher orientation
For staff: facilitation, what to watch for, how to follow up, and where the referral boundary sits.
What the school provides
One point to settle before we arrive: what your institution currently permits for assignments. The session refers to that rule and does not invent one.
Start a conversation- A class or year group, and a hall or classroom suited to its size.
- The school's current position on students using these tools for schoolwork, shared with us beforehand.
- A staff coordinator, and teacher supervision for the whole session.
- Projection and audio — the verification demonstration needs a screen everyone can read.
- Working internet on the facilitator's connection where a live demonstration is wanted; the session also runs from prepared material if that is easier.
- Sixty to ninety minutes; schools often add a teacher orientation on the same day.
- Any incident or concern already circulating in the school that you would like handled carefully or avoided.
Safeguarding
How sessions with students are kept safe
This topic carries two risks that other sessions do not: student data going into a tool, and a contributor with something to sell. Both are closed off explicitly.
- Programmes are arranged through the institution and run in approved group settings, supervised throughout by a school-designated adult.
- No unsupervised one-to-one mentoring of a student, and no private messaging or personal contact between a contributor and a student.
- Contributors are screened and briefed for the role they are given, and may not use a session to sell or promote anything.
- We collect only the information a programme needs, and seek institutional and parent or guardian consent where it is required.
- A student's photograph, quote or story is used only with specific permission obtained beforehand.
- Anything touching safety, abuse, severe distress or self-harm follows the institution's own escalation and professional-referral process.
- No student creates an account, signs in, or enters anything into a tool during the session. Demonstrations run on the facilitator's screen only.
- Nothing identifying a student, a teacher or the school is typed into any tool at any point, including in examples.
- We do not rank, endorse or recommend particular tools or subscriptions, and a contributor may not demonstrate a product their employer sells.
- Whether students may use these tools for schoolwork is the institution's policy. We explain the considerations and leave the rule to the school, in the school's words.
- If a student describes something distressing they encountered online — a manipulated image of themselves or someone else, contact from a stranger, a threat — the facilitator stops, does not pursue it in front of the group, and passes it to the designated staff member the same day.
- Age limits and terms for individual platforms change and vary by service, so the session does not state them as fact; schools are pointed to the platform's own current terms.
Privacy, consent and child-data wording on this site is being reviewed against current Indian law before any student information is collected. See our privacy notice for what we hold and why.
Questions
Questions schools ask us
Will AI replace jobs?
Nobody can answer that honestly, and the session does not try. It looks at tasks instead: which parts of a particular job are already done differently, which parts still need a person to decide, and which carry responsibility a tool cannot hold. Students leave with a way of asking the question rather than with a prediction they will repeat for a decade.
Can students use AI tools for their homework?
That is your institution's decision, not ours, and it varies by school, subject and assignment. The session explains why schools take different positions, what honest use and dishonest use look like, and why presenting generated work as your own is a problem. We then refer to your stated rule and ask a teacher to confirm it in the room.
Does the session teach coding or how to build AI?
No. This is an awareness and judgement session, not a technical class. Nobody writes code, trains a model or is assessed on technical ability. Schools looking for programming instruction need a subject specialist. What students get here is the ability to use, question and check these tools rather than to build them.
How is misinformation handled in the session?
Through practice rather than warnings. Students work on a passage containing invented references and find the gaps themselves, then examine convincing images or clips and list what they would check before believing either. The habit being built is a short pause before forwarding anything that produced a strong reaction.
How often is this content updated?
This is the fastest-moving topic in our school programme, so the material is reviewed periodically and the review date is shown on this page. The session is deliberately built around methods that outlast particular tools — checking an output, protecting private information, asking who benefits — rather than around features that may change within a term.
Is this suitable for younger students?
Yes, in a reduced form. For Classes 5 to 7 the session covers three ideas only: these tools guess rather than know, they can be wrong while sounding certain, and some things are never typed into them. Careers, academic honesty and platform terms are left out entirely at that stage.
Related programmes
What schools usually look at next
About GullyFuture
GullyFuture is an initiative of Gully Future Foundation, Bengaluru. We design practical, age-appropriate group programmes and bring suitable educators, professionals and mentors to institutions that invite us. The institution provides the student group, the venue, supervision and the local context; we shape the programme and find the right people to run it.
We are not a tuition centre, a counselling or therapy service, a diagnostic service, a course marketplace, or a motivational-speaking business. We provide educational guidance and programme facilitation — not tuition, therapy, diagnosis, crisis care or guaranteed career counselling.
More about Gully Future FoundationPage review
Last reviewed . Guidance pages are re-read as programmes run and as rules change.
Bring this initiative to your institution
Tell us the class group and your current position on students using these tools for schoolwork. We will propose a session that supports your rule rather than cutting across it.