Finding Solutions with AI

How Decision Design with Two-5-Two Addresses an Environmental Challenge

To understand why the current environmental challenge in Jaffna matters, it helps first to understand the city itself. Jaffna is not simply another regional city struggling with garbage, drains and wastewater. It is a historic city with a strong civic, educational and cultural identity, and with a long memory of what an orderly city can look like.

Older generations often speak of a Jaffna known for exceptionally clean streets, disciplined neighbourhoods and a strong sense of responsibility for the spaces people shared. Historical accounts support at least part of that memory: descriptions of the city note modest homes and streets that were kept clean, while organized municipal attention to sanitation can be traced back to the establishment of a sanitary board in 1892. Jaffna later developed institutions, parks, markets, libraries and public-health services that became part of the civic character of the city.

Among some Jaffna families, that history has grown into the recollection that the city was once regarded as one of the cleanest in Asia. Whether or not that superlative can be historically documented, the important point is what the memory represents. Cleanliness was once closely associated with civic pride. The condition of the street outside one’s house, the well from which a family drank and the shared spaces of the town were not viewed as somebody else’s problem.

Then came decades of conflict, displacement, damaged infrastructure and interrupted development. The World Health Organization has noted that Jaffna bore the effects of roughly three decades of conflict and that the rapid urbanization following the war placed significant pressure on sanitation, water supply, food safety, housing and the urban environment. In 2019, Jaffna began participating in the WHO-supported Healthy City programme precisely because these challenges had become interconnected.

That history makes the present moment particularly important. Jaffna is once again attracting visitors, investment and economic activity. The diaspora is returning more frequently. Tourism is expanding. Nallur continues to draw enormous numbers of devotees. New infrastructure is arriving. The question is no longer only how Jaffna recovers from its past, but how it designs what comes next.

Water sits at the centre of that decision.

For generations, much of the Jaffna Peninsula has depended heavily on groundwater. Its limestone geology, limited surface-water resources and growing population have made water security a constant concern. A major desalination plant has now substantially expanded the region’s capacity to produce potable water. That is an extraordinary infrastructure achievement, but it solves only one side of the water equation.

Every litre of clean water that enters a house, hotel, restaurant, school or business eventually has to go somewhere. If wastewater is not managed properly, it can move into septic systems, soakage pits, drains, ponds and ultimately the same groundwater system on which the peninsula has depended for generations.

The problem therefore is not merely how Jaffna gets water. It is how water, wastewater, sanitation, tourism, public health and urban development interact with one another.

The annual Nallur Kandaswamy Temple festival makes that relationship especially visible. During the festival season, thousands of devotees, tourists and members of the Tamil diaspora arrive in Jaffna. Hotels fill, restaurants operate at higher capacity, transportation demand rises, toilets receive heavier use, more water is consumed, and more garbage and wastewater must be handled.

The economic opportunity is substantial. So is the strain placed upon the city.

Reports of blocked drains, inadequate public toilets, irregular garbage collection, poor wastewater disposal and concerns about groundwater contamination should therefore not be treated as unrelated municipal complaints. They are signals emerging from the same system.

For a city whose identity once included a strong culture of civic cleanliness, this is more than an infrastructure problem. It is a question about whether Jaffna can recover that civic ambition while designing for an entirely different scale of population movement, tourism and economic activity.

This is exactly the kind of real-world challenge children should be learning to confront with AI.

Enter AI-Kid

AI-Kid begins from a different premise than much of the current discussion surrounding children and artificial intelligence. The question is not simply how children should prompt AI, code with it, use it for homework or avoid becoming dependent upon it. The larger opportunity is to help children learn how to think with artificial intelligence while remaining responsible for the decisions they make.

AI can help a child see more of a situation. It can explain technical information, surface alternatives, calculate consequences, challenge assumptions, simulate scenarios and connect pieces of knowledge that might otherwise remain separated.

None of that requires handing the decision to AI.

The child remains the decision designer.

This is where Two-5-Two becomes important. Two-5-Two is not a sequence of steps through which a child proceeds from beginning to end. It is a combinatorial Decision Design Language in which Pause and Play, the Five A’s and Situation and Opportunity can interact in different configurations according to what the decision demands.

A student may Ask and then Pause again. Something Absorbed from a scientific report may alter the Situation. Accessing the experience of a hotel owner may reveal an Opportunity that was not previously visible. Activating an idea may create consequences that require the student to Attune, which in turn generates new questions.

The intelligence is in those combinations.

Applied to Jaffna, this creates a very different educational experience from asking a student to write an essay about pollution.

Give Children the Real Challenge

Imagine putting the actual Jaffna situation before a group of students.

Jaffna wants to welcome increasing numbers of visitors to the next Nallur festival. Tourism has economic and cultural value. The city has expanded its drinking-water capacity, yet wastewater infrastructure remains uneven and groundwater remains environmentally important. Hotels, restaurants, residents, municipal authorities, temple administrators, visitors and businesses all depend on the same urban environment.

The students’ challenge is to design how Jaffna should prepare.

There is no textbook answer because there is no single problem.

Students may initially think the answer is more toilets. Once they explore that possibility, another question appears: where does the waste from those toilets go?

They may recommend more hotels. That immediately creates questions about water consumption, sewage and garbage.

They may celebrate the availability of more desalinated water. That raises another possibility: as more water enters buildings, does more wastewater also enter systems that are already under pressure?

A tourism decision becomes a sanitation decision. A sanitation decision becomes a groundwater decision. A groundwater decision becomes a public-health decision. A public-health decision affects Jaffna’s tourism reputation and therefore its economy.

The child begins to see the city not as a list of problems but as a system of decisions.

Seeing the Situation Before Settling on the Problem

One of the most important capacities inside Two-5-Two is the ability to interrupt premature certainty.

A student who sees overflowing garbage may decide that the problem is waste collection. Another who studies contaminated wells may decide that groundwater is the central issue. Another might conclude that festival visitor numbers are simply exceeding the city’s capacity.

Pause allows those interpretations to remain open rather than becoming conclusions too quickly. Play allows the student to explore them, experiment with possibilities and interact with new intelligence. Neither belongs permanently before the other. A student can Play with an idea, discover a contradiction and Pause. New intelligence can then create another Play.

The Situation itself can change as the student learns.

What originally appeared to be a garbage problem might eventually be understood as a capacity problem, a governance problem, a tourism-design problem or several of these at the same time.

AI then takes on an entirely different role. Instead of being asked to provide the solution, it becomes part of the environment through which the student explores the decision.

The Five A’s as Combinations of Intelligence

Ask, Absorb, Access, Activate and Attune become useful because they can combine differently depending on what the situation requires.

Students may Ask how many visitors arrive during peak festival days, how much water they consume, how many public toilets exist, where septic waste is taken, how frequently garbage is collected, which wells are most vulnerable and who is responsible for testing water.

Those questions lead naturally to Absorb. The student may encounter scientific information about limestone aquifers, municipal data, reports about sanitation, hotel occupancy numbers, environmental research or information about water consumption.

What is Absorbed will often change what is Asked.

Learning about groundwater vulnerability may generate questions about the distance between wells and septic systems. Discovering the scale of the desalination project may generate a different question about what happens to water after it has been used.

Access changes the decision again because intelligence does not reside in one report or institution. A hotel owner sees the situation differently from a public-health officer. A municipal sanitation worker may know exactly which drains repeatedly overflow. A groundwater scientist may recognize a contamination pattern invisible to a visitor. A temple administrator may understand the movement of thousands of devotees. A resident may simply want to know whether the family well is safe.

AI can help a student encounter and explore these different perspectives, but it should not replace real expertise. Its value is that it can help the child recognize which intelligence is missing and whose knowledge may need to be accessed.

Activate brings possibilities into the world. A group of students may design sanitation hubs around Nallur. Another may propose mandatory wastewater management plans for high-occupancy hotels. Another may design a public water-testing dashboard. Others may propose septic collection schedules, temporary treatment systems, waste-monitoring systems or a reporting platform through which citizens and visitors can flag problems.

Once a possibility is Activated, however, consequences become visible.

This is where Attune interacts with everything else. What happens if attendance is much higher than expected? What happens during heavy rain? What happens if the budget is reduced? What happens if testing identifies contamination? What happens if an apparently good intervention simply moves pollution somewhere else?

Attune may lead directly back into Ask, Absorb, Access or another form of Activation.

Two-5-Two therefore behaves much more like a network of cognition than an instruction manual.

Situation and Opportunity Move Together

Situation and Opportunity provide another important combination within Two-5-Two because environmental problems can easily trap children into thinking only about what is wrong.

The Situation includes Jaffna’s vulnerable groundwater, uneven sanitation infrastructure, festival congestion, tourism aspirations, environmental risks and new water capacity.

Within that same Situation, however, there are Opportunities.

Nallur itself could become an annual infrastructure stress test for Jaffna. Water-quality monitoring introduced for the festival could become permanent. Hotels could become active partners in environmental management. Young people could help map sanitation pressure points. Public reporting could improve municipal accountability. New wastewater systems could provide year-round benefits for residents rather than simply serving festival visitors.

Even Jaffna’s history becomes an Opportunity.

A city that once associated civic identity with clean streets does not need to invent an entirely new relationship with cleanliness. It can reinterpret that civic tradition for a much more complicated twenty-first-century city.

Instead of asking how Jaffna can become what it once was, the more interesting question is how the values associated with that earlier Jaffna can be redesigned for what the city is becoming.

One Challenge Brings the Curriculum Together

This single AI-Kid challenge can bring together subjects that children normally encounter separately.

Science appears through groundwater, bacteria, nitrates, desalination and wastewater. Mathematics appears through visitor numbers, water use, budgets, storage capacity and waste volumes. Geography appears through aquifers, settlement patterns, drainage and land use. Economics appears through tourism revenue, hotel occupancy, infrastructure investment and the cost of environmental failure.

Civics enters through municipal responsibility and public accountability. Technology enters through sensing, mapping, monitoring and artificial intelligence. Communication becomes necessary when students must interview, explain, negotiate and defend their proposals. Ethics enters when students confront limited resources and have to consider which communities, needs and risks deserve priority.

Schools separate these subjects because schools require timetables.

Cities do not.

A child attempting to design a decision for Jaffna must cross those boundaries because reality requires it.

AI Makes the Real World Accessible to the Classroom

Perhaps the most important educational promise of AI is not that children can retrieve information more quickly. It is that children can now engage with situations that previously would have been considered too complicated for them.

A student trying to understand Jaffna’s water challenge may encounter hydrology, public health, tourism economics, wastewater engineering, local government and environmental science within a single afternoon.

AI can help explain an engineering concept at an age-appropriate level. It can model water consumption. It can compare sanitation approaches. It can help a student interrogate assumptions and explore scenarios.

The complexity does not have to be removed from the problem before children can approach it.

That changes what education can ask of them.

Rather than inventing a fictional town with fictional problems and a predetermined answer, we can give them Jaffna.

We can give them Nallur, the desalination plant, the wells, the hotels, the residents, the tourists, the drains, the businesses, the history and the unfinished decisions.

Then we can ask them to design.

From the Clean City Remembered to the City Yet to Be Designed

There is something particularly powerful about making Jaffna itself the classroom.

For older generations, memories of a clean Jaffna represent a city with a certain civic discipline and pride. For today’s children, simply recreating that past is neither possible nor sufficient. Their Jaffna will face tourism, climate pressure, technology, changing populations, new infrastructure and new forms of economic development that earlier generations never had to manage.

Their challenge is larger.

They must learn how to design the next Jaffna.

That is why this environmental problem belongs inside AI-Kid. Children do not have to stand outside the situation and describe it. They can enter it intellectually, use AI to see more of it, combine different forms of intelligence through Two-5-Two, explore Situation and Opportunity, challenge their assumptions and design decisions whose consequences they can examine.

The objective is not to suggest that children will replace engineers, scientists, public officials or public-health professionals. It is to begin developing citizens who know how to engage intelligently with those people and with the decisions shaping their communities.

AI gives this generation access to more intelligence than any previous generation of children has possessed. That alone does not guarantee better cities, cleaner water or wiser decisions.

What matters is what they learn to do with that intelligence.

Jaffna offers them a real Situation, a real Challenge and an Opportunity to imagine real Solutions with AI. In doing so, the city can become more than the subject of an environmental problem. It can become a place where a new generation learns how to design the future it will eventually inherit.

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