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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 )

Bihar’s Dry Experiment: Between Morality and Politics

Prohibition’s future in Bihar may depend on whether the State can evolve from rigid idealism to pragmatic reform.

When Nitish Kumar enforced complete prohibition in Bihar in 2016, it was presented not merely as policy, but as a moral crusade. The Chief Minister cast it as part of a Gandhian vision of social reform — a move to curb domestic violence, protect women, and wean society from intoxication. Nearly a decade on, as Bihar heads into a crucial assembly election, that experiment in sobriety has become both a symbol and a fault line. The question haunting the State is no longer whether prohibition was well-intentioned, but whether it has achieved reform or simply fermented resentment and political opportunism.


Kumar’s Janata Dal (United) calls prohibition his “dream project,” while opponents deride it as a failure that has fuelled corruption and hypocrisy. The Rashtriya Janata Dal (RJD) argues that noble intent was undone by poor execution. Political strategist-turned-politico Prashant Kishor, who has jumped into the fray as a ‘third front,’ has promised to repeal the law if elected, claiming it has inflicted more harm than good.


The issue, like Harivansh Rai Bachchan’s famous metaphor from ‘Madhushala,’ has become a mirror in which every faction sees what it wishes: virtue for some, vice for others.


For Kumar, prohibition embodied moral responsibility and Gandhian rectitude. But over time, its political symbolism has eclipsed its social outcomes. The law that was meant to purify society has instead muddied the state’s politics — celebrated by women’s groups as liberation, condemned by traders as tyranny, and quietly undermined by smugglers who thrive in its shadow.


Thriving Black Market

Few Indian states have implemented prohibition with such bureaucratic fervour. Between April 2016 and July 2025, Bihar registered over 536,000 cases and sentenced nearly 640,000 people for violations. The figures reveal both the state’s determination and its dilemma: the more it cracks down, the more evidence emerges of failure.


Police and excise officials boast of seizing 96,000 vehicles and collecting over Rs.400 crore in fines and auctions. Yet, the illegal trade thrives — now a cross-border enterprise spanning Uttar Pradesh, Jharkhand, Haryana, West Bengal, Rajasthan and even Arunachal Pradesh. A policy born of moral zeal has birthed a parallel economy lubricated by smuggling and bribery.


Officials privately admit that enforcement has become an end in itself rather than reforming behaviour. In the shadow of morality, a black market flourishes.


If prohibition has an enduring constituency, it lies among Bihar’s women. Surveys suggest that a majority of them support the ban, crediting it with fewer domestic quarrels, improved household finances, and safer streets. In countless villages, women recall nights once filled with drunken rage replaced by relative calm. For them, prohibition is less about state control than personal dignity and a protective shield against generations of abuse.


Yet, even they acknowledge its limitations. Law alone cannot erase addiction, which often mutates rather than disappears. As Bachchan wrote in Madhushala, “What insult is there in a bartender’s rebuke? I found the tavern after stumbling all over the world.” Desire, when denied, finds detours. In Bihar’s case, that detour has proved deadly.


Death by Poison

The most tragic consequence of prohibition has been the rise of deaths from spurious liquor. According to the World Health Organization, alcohol-related causes kill some 26 million people globally each year, over 260,000 of them in India. In Bihar, outbreaks of toxic hooch in districts like Siwan, Saran, and Gopalganj have repeatedly claimed dozens of lives.


Each of the 30-35 annual deaths in Bihar from poisonous liquor tells the same grim story: when the state bans supply without addressing demand, desperation fills the void. Families lose breadwinners, and the government loses credibility. Prohibition’s moral halo cannot mask the human cost of its unintended consequences.


The state’s war on alcohol has merely shifted the battlefield. Data from Bihar’s Economic Offences Unit reveal that since 2016, drug-related cases have quadrupled. In that year, police registered 518 cases under the Narcotic Drugs and Psychotropic Substances (NDPS) Act; by 2024, the figure had soared to 2,411. Arrests rose from 496 to 1,813, with narcotics such as charas, brown sugar, and opium husk replacing liquor as contraband of choice.


The substitution effect, familiar to economists and criminologists alike, has transformed Bihar from a dry state to a high state. Addiction persists, merely changing its intoxicant. The problem, critics say, lies not in alcohol itself but in the social despair that drives people to seek escape.


Failed Sobriety

Bihar’s experiment is not new. In 1977, Chief Minister Karpuri Thakur tried a similar ban, only to withdraw it within 18 months after revenue collapsed. The same pattern has played out elsewhere: Andhra Pradesh, Haryana, and Tamil Nadu have all lifted bans citing economic strain.


Today, only a few Indian territories — Gujarat, Nagaland, Mizoram, and Lakshadweep — maintain total prohibition, each wrestling with its own black market. Even Nagaland reviewed its decades-old ban in 2023. The lesson is consistent: morality decreed by law rarely triumphs over economics and human impulse.


Before prohibition, Bihar earned around Rs. 4,000 crore annually from liquor taxes — up from Rs. 295 crore in 2005-06 and over Rs. 3,000 crore in 2014-15. By 2015, Biharis were consuming 141 million litres of alcohol a year through some 6,000 licensed outlets. The beer market alone was expanding by 30 percent, triple the national rate.


That revenue has since evaporated, leaving the state fiscally parched. Supporters argue the sacrifice is justified. Critics counter that the loss has crippled public finances, forcing cuts in welfare and infrastructure while enriching smugglers. The truth lies somewhere between virtue and viability: a policy too moral to be pragmatic, yet too entrenched to be reversed.


In the approaching election, prohibition has become less an issue of governance than of identity. For women’s groups and social activists, it remains a badge of progress; for young voters and the working class, it represents hypocrisy and fear. Police raids, arbitrary arrests, and custodial deaths have added resentment to the brew.


Opposition parties sense an opportunity. Kishor’s Jan Suraj movement appeals to frustrated youth; the RJD accuses Nitish Kumar of moral grandstanding; the BJP oscillates between cautious support and silent amusement, knowing prohibition’s unpopularity can only weaken its erstwhile ally.


For Kumar, the dilemma is existential. Having anchored his political legacy to the ban, he can neither abandon it nor fully enforce it. What began as moral reform now sustains his image as a leader of rectitude even as its cracks widen.


Prohibition’s future in Bihar may depend on whether the state can evolve from rigid control to compassionate reform. Experts suggest a gradual shift from total ban to regulated access, coupled with addiction counselling, awareness campaigns and stronger healthcare systems. The goal should be not the illusion of sobriety but the reality of recovery.


If Bihar’s journey began in idealism, it must now continue in pragmatism. Law without empathy breeds defiance; reform without enforcement breeds chaos. The challenge is to strike a balance between the two — to blend Gandhian ethics with modern governance.


Whether prohibition will become a cornerstone of Bihar’s moral renewal or remain bottled up as an election slogan will be revealed in time. The real test, perhaps, is not whether Bihar can keep alcohol out of its borders, but whether it can keep hypocrisy out of its politics.

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