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By:

C.S. Krishnamurthy

21 June 2025 at 2:15:51 pm

The ‘Prompt’ Revolution

AI generated image It appears to be a quiet reversal of everything we were trained to admire. In school and in professional life, we celebrated the student who produced the right answer, the executive who delivered solutions, the leader who spoke with authority… Questions were treated as stepping stones, corridors leading to the grand hall of conclusion. The answer was the destination. Yet in the age of Artificial Intelligence, particularly in this era of the ‘prompt,’ the hierarchy is...

The ‘Prompt’ Revolution

AI generated image It appears to be a quiet reversal of everything we were trained to admire. In school and in professional life, we celebrated the student who produced the right answer, the executive who delivered solutions, the leader who spoke with authority… Questions were treated as stepping stones, corridors leading to the grand hall of conclusion. The answer was the destination. Yet in the age of Artificial Intelligence, particularly in this era of the ‘prompt,’ the hierarchy is quietly shifting. The individual who frames the question with care often derives greater value than the one who merely waits for answers. The modern user of AI resembles a conductor before an orchestra. The instruments are sophisticated and the musicians capable, yet the quality of the performance depends on the clarity of direction. In this new landscape, the art lies less in possessing information and more in eliciting it with purpose. Intensely Curious Consider how children explore the world. Their persistent “why” can test adult patience, yet it remains profound. Why is the sky blue? Why must I go to school? Why does the moon appear to follow us? These are not idle interruptions. Curiosity is their currency.  The habit of asking “why” often yields to the comfort of knowing what. AI has, interestingly, restored dignity to curiosity. The machine does not resent enquiry or tire of repetition. It rewards precision. Ask, “Tell me about economics,” and the reply will be broad and generic. Ask, “Explain behavioural economics through Indian market anecdotes,” and the response acquires depth and relevance. The difference does not lie in the intelligence of the system but in the discipline of the questioner. This recalls the method associated with Socrates, who maintained that wisdom begins with recognising one’s ignorance. His dialogues did not exhibit answers. They dismantled complacency through probing questions. In many ways, AI presents a vast arena for such dialogue. What it requires is a modern Socrates at the keyboard. Probing Power “Why” is not merely an interrogative word. It is an instrument of leverage. When we ask what to do, we seek instruction. When we ask why to do it, we seek comprehension. In professional settings, the distinction is decisive. A manager who asks, “What are the quarterly numbers?” receives data. A manager who asks, “Why are these numbers declining despite increased marketing expenditure?” initiates investigation. One gathers information. The other begins analysis. The same principle governs interaction with AI tools. A user who demands content will receive it. A user who specifies context, audience, tone, constraints and purpose will receive something far more nuanced. The quality of the output reflects the quality of the input. Crafting it well demands clarity of thought and intellectual humility. It may seem exaggerated to claim that questions can outweigh answers. Yet consider how a misplaced question can generate an elegant but irrelevant response. There is an old anecdote of a villager who asked for directions to the nearest town. A passer-by offered detailed guidance. After an hour of futile walking, the villager returned in frustration. He had neglected to mention that he was travelling by boat. The answer was impeccable. The question was incomplete. AI amplifies this pattern. Its fluency can create an illusion of authority. Shallow prompts may yield confident yet superficial replies. Responsibility therefore shifts to the user. We must ask with context and awareness. Reframing becomes essential. Instead of asking, “How can AI deliver this speech for me?” one might ask, “How can AI help me organise my ideas, anticipate audience concerns and sharpen my reasoning?” The former substitutes the speaker. The latter strengthens the speaker. Practically, this requires deliberation before typing. Clarifying intent thoughtfully. Asking follow up questions. Challenging assumptions. Refining the prompt. The process resembles scholarly research more than casual browsing. There is also a moral dimension. Questions determine direction. Asking how to maximise profit at any cost charts one path. Asking how to create sustainable and equitable value charts another. The ethical quality of our enquiry therefore matters profoundly. In truth, this renaissance of questioning may be less a revolution than a return. Long before algorithms, progress began with unsettling questions. Why does an apple fall? Why are communities marginalised? Why must tradition override reason? Answers followed, and societies evolved. AI has accelerated this cycle, but it has not replaced human judgement. It has redirected attention to intellectual craftsmanship. The pen was once said to be mightier than the sword. In our time, the prompt may well be mightier than the answer. (The writer is a retired banker and author. He can be reached at  krs1957@hotmail.com )

Choking Mumbai

For decades, Mumbai was perceived as a rare urban oasis, where the saline sweep of the Arabian Sea blunted the worst ravages of India's air pollution. That illusion has now been dispelled. A meticulous four-year study by Respirer Living Sciences (RLS), using data from its AtlasAQ platform, reveals the bleak truth that the city’s air is thick with pollutants all year round, with no ‘clean season’ left.


Mumbai’s annual average levels of PM10 (particulate matter ten microns or less in diameter) have consistently breached the national safety threshold of 60 micrograms per cubic metre (μg/m³). This is not merely a seasonal malaise tied to cooler winter months, as once assumed. Alarmingly, the city’s pollution levels persist even through the hot season, a time when improved atmospheric dispersion should offer natural reprieve.


Across the city - from Chakala in Andheri East to Deonar, Kurla, Vile Parle West and Mazgaon - pollution has become an unrelenting, ubiquitous presence.


The culprits are well known: traffic emissions from a burgeoning number of vehicles; unregulated dust from frenzied construction; industrial activity in and around the ports; and a conspicuous lack of dust control measures. Mumbai’s ceaseless growth now risks becoming a chronic liability.


Worryingly, the regulatory response remains sluggish. Mumbai’s urban planning continues to treat clean air as a peripheral concern, not a foundational necessity. Development plans rarely integrate environmental impact assessments in a meaningful way.


A sharper, citywide strategy is urgently needed. Dust suppression rules at construction sites must be enforced strictly, with financial penalties for violators and incentives for best practices. Traffic management systems should be overhauled to ease congestion and encourage the use of public transport. Expansion of clean, reliable mass transit network needs to be urgently prioritised. In addition, comprehensive real-time air monitoring at the ward level should be deployed, enabling authorities to respond to localised pollution spikes swiftly rather than relying on citywide averages that conceal dangerous hotspots.


Longer-term, clean air targets must be hardwired into the city’s master planning and transport policies. Green buffers along major traffic corridors, stricter emission norms for commercial vehicles and incentives for rooftop gardens and urban afforestation could all play a part. Industrial zones near port areas should be subjected to rigorous air quality compliance measures, not token self-certifications. Private developers and large infrastructure firms, often among the worst offenders, must be made stakeholders in the clean air mission through binding regulations.


Mumbai’s commercial dynamism - as a magnet for migrants, entrepreneurs and investors - depends not just on glittering skyscrapers but on something far more basic: the ability to breathe. Unless clean air becomes an unshakeable priority, the city risks suffocating its own future. For a metropolis that prides itself on its resilience against terror attacks, monsoon floods and economic shocks, the real test will be whether it can muster the will to fight an invisible, pervasive enemy slowly corroding the lives of its 20 million citizens.

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