GS Paper IV 2026

(a) The AI-written Ph.D. report: accountability and integrity

A Ph.D. examiner's report certifies personal, expert judgement; a degree and a career rest on it. Generating it with AI and signing it after light edits fails both tests.

• Misrepresentation: the signature claims he read the thesis and formed the verdict. The UGC's 2018 academic-integrity regulations define plagiarism as passing off another's work or idea as one's own; machine text is no different.
• Duty to the candidate: years of research deserve a specialist's reading; a generic AI summary can miss originality or flaws an expert would catch.
• Answerability: the professor, not the tool, answers for every error, bias or invented reference. The UK's Nolan principles expect office-holders to be accountable for their decisions and to "submit themselves to the scrutiny necessary".
• Traceability: no one can see how the verdict was reached, so an appeal cannot be fairly heard.
• The honest course: paucity of time calls for an extension or recusal. AI may check language or references if the university permits and he discloses it; the judgement must stay his.

Technology may assist an examiner; it cannot be the examiner.

(b) Displacing a forest community: the district officer's ethical challenges

As district officer, I stand between a business house promising investment and a community whose land, livelihood and identity are at stake.

• Rights versus development: the Forest Rights Act, 2006 and PESA put the gram sabha at the centre; in Niyamgiri (2013) the Supreme Court had the gram sabhas decide the claims before final forest clearance. Jobs, revenue and growth pull the other way.
• Consent, not ceremony: the community may lack information and bargaining power. Article 10 of the UN Declaration on the Rights of Indigenous Peoples bars relocation without "free, prior and informed consent"; a stage-managed hearing is not consent.
• Pressure and inducement: political push, corporate lobbying and offered favours test my integrity and impartiality; conflicts of interest must be declared.
• Truth in assessment: the pull to soften the impact assessment to speed clearance; forest loss also harms water, climate and unborn generations.
• Compassion and justice: displacement destroys forest livelihoods, sacred sites and a way of life that cash cannot replace; fair rehabilitation is a moral duty, not a clerical one.

Gandhi's talisman is my test: "recall the face of the poorest and the most helpless man" and ask if the step "is going to be of any use to him". A decision that passes it, reasoned on record, will withstand scrutiny.

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(a) Should the DM use an untested remedy on an endangered tribe?

No. Good intentions do not license experiments on a vulnerable people; refuse mass use, but act at once through proven care and a lawful trial.

Medical ethics

• Non-maleficence: an untested supplement may carry unknown toxicity or a wrong dose; harm to an endangered tribe could be irreversible.
• Voluntary consent: the Nuremberg Code opens with "The voluntary consent of the human subject is absolutely essential". A remedy pushed by the administration on a tribe with low literacy and a wide power gap cannot be freely chosen.
• Justice: ICMR's 2017 ethical guidelines allow research on tribal populations only for a specific therapeutic, diagnostic or preventive purpose that benefits them. Using a people as test subjects treats them merely as means, as Kant warned.

Administrative ethics

• Mandate: the DM is a gatekeeper, not a prescriber: the same guidelines need approval of authorities "like the tribal welfare commissioner or district collector" before research enters tribal areas, and the New Drugs and Clinical Trials Rules, 2019 add regulatory and ethics clearance.
• Accountability: if harm follows, the state is liable and the tribe's trust in government collapses.

• Existing channels: PM-JANMAN funds mobile medical units for Particularly Vulnerable Tribal Groups.

Compassion must work through evidence and law; otherwise the endangered are endangered twice.

(b) Balancing national security with human rights

Security and liberty are not rivals: the state exists to protect life, and a life worth protecting includes freedom and dignity. The task is to keep every security power lawful, necessary and proportionate.

• Where they collide: counter-terror laws with long custody, preventive detention, mass surveillance and internet shutdowns restrict liberty, privacy and due process.
• Why excess backfires: custodial torture or staged encounters breed the alienation on which insurgency feeds.
• Proportionality: the Puttaswamy tests (2017) require legality, a legitimate aim and proportionality for every restriction.
• Time limits: in Anuradha Bhasin (2020) the Supreme Court held that suspending the internet indefinitely is impermissible; each order must be proportionate, temporary and open to judicial review.
• Oversight: judicial review of detentions, legislative scrutiny of special powers, sunset clauses, NHRC scrutiny and compensation for wrongful action.
• Targeting, not blanketing: intelligence-led action against real threats, never collective suspicion of a community or region.
• Legitimacy as strategy: a state that respects rights wins cooperation, and public trust is the best intelligence.

Security bought by sacrificing rights is short-lived order; rights are the reason for security, not its casualty.

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(a) Navigating civil disobedience in a constitutional democracy

Closing the Constituent Assembly debates in November 1949, Ambedkar argued that "where constitutional methods are open, there can be no justification for these unconstitutional methods", calling them "the Grammar of Anarchy". Yet democracies still face movements that break laws to claim justice.

• Ambedkar's case: unconstitutional methods invite counter-methods; if every group coerces the state, the Constitution loses authority and the weak lose most.
• The counter-case: majorities can be unjust and institutions slow; movements against untouchability show disobedience acting as a corrective, not as anarchy.
• Rawls's test: civil disobedience is a public, non-violent and conscientious breach of law to change a law or policy, by people willing to accept the legal consequences.
• Keep channels open: responsive courts, RTI, public hearings and grievance redress make protest rarely necessary.
• Restraint by the state: proportionate policing, dialogue with leaders, protection of Article 19 freedoms such as free speech, and reform where the grievance is real.
• Duty of protesters: stay peaceful, do not hold public life hostage, and return to the constitutional route once heard.

Ambedkar's warning and Rawls's test meet in one rule: dissent must persuade, not coerce, and the state must listen before it polices.

(b) Gandhi's trusteeship for fairness in governance

Trusteeship holds that power and wealth are held in trust for society; the holder is a custodian, not an owner. For an officer, authority becomes stewardship.

• Public money as a trust: Rule 21 of the General Financial Rules, 2017 asks every officer to guard public money as "a person of ordinary prudence" guards his own, and bars sanctions to one's own advantage.
• Antyodaya as the test: judge each scheme by its reach to the last and weakest, the landless, the disabled, the migrant, not by aggregate targets.
• No elite capture: allocate land, tenders and benefits transparently, with public lists and social audits, so that the powerful cannot skim.
• Restraint in power: use discretion sparingly, record reasons, and seek no gain for self or kin.
• Nurturing, not commanding: build people's capacity through self-help groups and gram sabhas so that dependence declines.

Trusteeship turns the legal duty of fairness into a moral habit: holding power lightly, and for others.

(c) "The arms are fair when the intent of bearing them is just": lessons for governance

Shakespeare makes the justice of force depend on its purpose. The state alone may lawfully coerce, so the line tests every use of police, penalty and emergency power.

• Right intention: just-war theory requires that force pursue the just cause "rather than using it as an excuse to achieve some wrongful end"; powers turned on critics fail this test even when formally lawful.
• Intent is not enough: the same tradition adds proportionality and last resort; force must be the minimum needed, after other means fail.
• Means shape ends: in Hind Swaraj Gandhi likened the means to a seed and the end to a tree; just ends pursued by unjust means yield an unjust order.
• Accountability for both: officials must answer for why force was used and how, through recorded reasons, judicial review and independent inquiry into excess.
• Illustration: police action to stop a riot is fair; identical action to intimidate a peaceful protest is not.

Protest, power and force face one test: whether they serve justice, by just means and with restraint.

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(a) Paternalism and beneficence in the doctor's action

Beneficence is the duty to act for the patient's good; paternalism is overriding or steering her choice for what another judges to be her good. The doctor had a sound aim but used a flawed method.

• Beneficence rightly used: disclosing the serious long-term effects of medication was a duty; but beneficence decides what to offer, not who decides.
• Paternalism: convincing the family moved the decision away from the patient; a competent adult's informed preference was treated as an error to correct.
• Valid consent: in Samira Kohli (2008) the Supreme Court held that consent must be voluntary and based on adequate information; reluctant consent under family pressure fails that test.
• Gender lens: routing a woman's medical decision through her family reinforces an old denial of women's bodily autonomy.
• Mill's principle: "Over himself, over his own body and mind, the individual is sovereign." Her body, her decision.

Beneficence should shape the counselling; autonomy must decide the outcome.

(b) Balancing efficiency and effectiveness to enhance productivity

Doing the wrong things faster is not progress. The All India Services (Conduct) Rules require officers to use public resources "efficiently, effectively and economically": both are duties, not alternatives.

• Efficiency alone fails: files cleared fast on wrong priorities, roads to nowhere or toilets without water, waste effort in good order.
• Effectiveness alone fails: the right goal pursued with bloated cost and delay exhausts resources and reaches fewer people.
• Outcome first, then process: fix what change is sought and for whom, then optimise the route. NITI Aayog's Aspirational Districts Programme ranks districts monthly on progress across 49 indicators, judging results rather than spending.
• Outcomes over outputs: an immunisation drive is judged by children protected, not doses issued.
• Guard against target-chasing: quotas chased efficiently breed fake beneficiaries; independent evaluation and citizen feedback correct course.
• Roles over rules: Mission Karmayogi (2020) seeks a shift from "rules based" to "roles based" HR management, matching competencies to posts.
• Technology and delegation: automate routine work so that scarce attention goes to judgement.

Productivity rises when administrators ask "why" before "how", and then answer "how" with discipline.

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(a) Enforcing school rules without denying children their right

School norms exist to secure children's learning and safety; enforcing them so strictly that most schools shut defeats their purpose. With elementary education a fundamental right under Article 21A and minimum standards set by the RTE Act, 2009, the administrator must serve the rule's aim, not just its letter.

• Equity as the guide: Aristotle called equity "a correction of law where it is defective owing to its universality"; remote schools are such a case.

• Support before sanction: Samagra Shiksha funds, teacher deputation, shared cluster facilities and community help to bring schools up to norms.
• Conditional recognition: provisional recognition tied to milestones and open inspection, neither blanket closure nor blanket blindness.
• Closure as last resort: only after transport, a hostel or bridge classes are in place.
• Voice and honesty: involve school management committees and parents; report the real state upward and seek norms adapted to remote areas.

Such discretion is proportionality, not laxity: keep children in school while making the school worthy of them.

(b) Ethics and strategic interest in international relations

Thucydides records the Athenians telling the Melians that "the strong do what they can and the weak suffer what they must". Realists still read world politics this way; idealists reply that order without justice does not last.

• Interest over ethics: arms sold to abusive regimes, silence on allies' atrocities, vaccine nationalism and climate free-riding all show ethics yielding to strategic calculus.
• Kant: peoples, like persons, are ends and never mere means; using a population's suffering as a bargaining chip is wrong whatever the gain.
• Consequences: unjust settlements breed resentment, refugees and conflict; ethical conduct is long-term prudence.
• Gandhi: means shape ends; power gained by unjust means yields an unjust order.
• The realist's due: states are trustees of their own citizens' security; the task is to limit interest, not abolish it.
• India's compass: Article 51(c) directs the State to "foster respect for international law and treaty obligations". Panchsheel, Vasudhaiva Kutumbakam, Vaccine Maitri and Operation Dost (2023), rescue and medical aid after the Türkiye–Syria earthquake, show interest and ethics reinforcing each other.

Enlightened self-interest, interest pursued within moral limits, is both the realistic and the ethical path in an interdependent world.

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(a) Empathy versus compliance with rules: the DM's decision

The DM's motive is kind, but the instrument is official power and the beneficiary his own PA's family; empathy through favouritism stops being a virtue.

• The need is real: Specific Learning Disability is recognised under the Rights of Persons with Disabilities Act, 2016; continuity with an understanding tutor matters.
• Conflict of interest: the transfer was stopped for his staff's private benefit, not public need. The All India Services (Conduct) Rules bar officers from misusing their position to benefit family or friends and require decisions "on merit alone".
• Informal pressure: in T.S.R. Subramanian (2013) the Supreme Court held that civil servants "cannot function on the basis of verbal or oral instructions"; a PA's informal plea should likewise be put in writing.
• Unfairness: the transfer served some school's need; its children, and parents without access to the DM, bear the cost.
• The right route: a written request through proper channels, any hardship relief decided on record for all to claim, and special-educator support or another tutor for the child.

True empathy in office is impartial: it builds rules that reach every such child rather than bending one rule for one who is near.

(b) Helping those who badly suffer: duty, not charity

In November 1971, as people died in East Bengal for want of food, shelter and medical care, Peter Singer wrote Famine, Affluence, and Morality (1972), arguing that "the traditional distinction between duty and charity cannot be drawn" where we usually draw it.

• Duty versus charity: a duty is owed and its neglect is blameworthy; charity is supererogatory, praiseworthy to do but not wrong to omit.
• Singer's argument: if we can prevent something bad without sacrificing anything of comparable moral importance, we ought to. Saving a child drowning in a shallow pond at the cost of muddy clothes is duty, not generosity; distance does not weaken the claim.
• Kant: beneficence is among our duties; we may choose how and whom to help, not whether.
• Indian traditions: daan and seva are dharma, and Gandhi's trusteeship holds surplus wealth in trust for the needy.
• Law has moved this way: Section 135 of the Companies Act, 2013 made CSR a duty: covered companies must spend at least 2% of average net profits on it.
• Limits: the claim asks for a share, not martyrdom, and it complements, not replaces, the state's duty of structural justice.

Seen this way, giving is not generosity to be admired but a debt of shared humanity to be paid.

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Lata consented to a diagnostic laparoscopy and woke without her uterus. In Samira Kohli v. Prabha Manchanda (2008) the Supreme Court held that consent for diagnosis is not consent for treatment, and that the benefit of an unauthorised surgery is no defence.

Stakeholders

• Lata and her children; Dr. Mansi and her team; Sujatha; the hospital; the police; the medical profession and every future patient's trust.

(a) Ethical issues involved in the case

• Autonomy and bodily integrity: a hysterectomy is irreversible and ends reproductive choice; only the competent adult patient can authorise it.
• Invalid proxy: a sister-in-law is neither guardian nor Lata's chosen decision-maker; her signature transfers nothing.
• Beneficence versus paternalism: sparing a second surgery was well meant, but malignancy was only suspected. Kohli allows an unauthorised procedure only to save life or preserve health when delay would be unreasonable; a biopsy first was available.
• Informed consent as a process: foreseeable findings should have been discussed before anaesthesia.
• Gender and justice: others decided about a woman's reproductive organs, and the police tried to talk her out of complaining. Lalita Kumari (2013) makes registering an FIR mandatory for a cognizable offence, though a preliminary inquiry is allowed in medical-negligence cases.

(b) Dr. Mansi's moral conduct

• Kantian test: treating Lata as a body to be fixed, not a person who decides, uses her merely as a means.
• Right conduct now: full disclosure, a sincere apology, cooperation with the inquiry and compensation if due.

Systemic fix

• Layered consent: consent for exploratory surgery that covers foreseeable findings; a rule that non-emergency extra procedures wait for the patient's own decision; ethics-committee review of such cases.

Medicine keeps its trust by treating the patient as a person who decides, not a problem to be solved; Lata's grievance is the assertion of that principle.

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An algorithm trained on past policing records predicts where the police looked before, not where crime is. Ravi's system has bought visible order at a hidden cost in fairness, privacy and trust.

Stakeholders

• Residents of the neighbourhood; victims of gang crime; Ravi and his force; community leaders and rights groups; the state government; the vendor.

(a) Ethical issues and biases in data-driven policing

• Historical bias: skewed data marks one community as suspect; more patrols yield more records, and the loop confirms itself, offending Articles 14 and 15. NITI Aayog's Responsible AI principles say AI "should not deepen the harmful historic and social divisions".
• Privacy: mass biometric capture of crowds without a clear law fails the Puttaswamy tests of legality, legitimate aim and proportionality, and chills ordinary life. The EU's AI Act bans real-time facial recognition in public spaces, with narrow exceptions for law enforcement.
• Due process: detentions and checkposts driven by opaque scores; residents cannot see or contest data against them.
• Accountability: a false match is a machine error with a human cost; officers defer to the screen. MeitY itself lists bias, discrimination, exclusion and opacity among AI's risks.
• Ends and means: better crime figures do not justify treating a community as a suspect class.

(b) Alternatives before Ravi

The action that best complies with ethics

• Suspend high-risk uses: no detention or search on AI output alone; human verification and recorded reasons first.
• Independent bias audit: of data and algorithm; retrain on cleaned data; publish SOPs.
• Due process: residents may see and correct data held on them through a grievance officer, in line with the DPDP Act, 2023.
• Community policing: standing dialogue with the leaders who came to him, joint beat meetings and civic services in the area.
• Why: it keeps the legitimate aim of preventing riots while honouring equality, privacy and fairness.

Technology should sharpen policing, not decide it; order lasts only when the policed believe the police are fair.

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Kautilya warned that just as one cannot help tasting honey or poison on the tip of the tongue, a government servant can hardly help eating "a bit of the king's revenue". In Surinder Nagar that bit has become a racket: touts decide whose file moves, honest staff freeze, farmers wait.

Stakeholders

• Farmers awaiting change-of-land-use (CLU) decisions; honest and compromised staff; touts; unions; industry; the public.

(a) Ethical issues involved

• Bribery and rent-seeking: an offence under the Prevention of Corruption Act and a betrayal of public trust.
• Fairness violated: selective, out-of-turn approvals breach the equal treatment a first-come-first-served queue guarantees.
• Fear and complicity: honest employees stop working rather than risk implication; the office culture itself is captured.
• Harm to citizens: the backlog stalls livelihoods and investment, and delay itself becomes a lever for extortion.
• Seema's dilemma: probity and rule of law against administrative continuity; a crackdown may be read as vendetta and provoke union backlash.

(b) Options open to Seema

Recommended: calibrated action, and why

• Process first: every CLU application on an online first-in-first-out queue with public status and recorded reasons for any deviation, starving touts of the discretion they sell.
• Rotate and probe: move suspect staff off the CLU desk, as Kautilya advised that such servants be "transferred from one work to another", while a quiet, evidence-based vigilance inquiry proceeds; book the touts, who have no union shield.
• Turn victims into witnesses: section 8 of the amended Act spares a bribe-giver who was compelled to pay and reports it within seven days; a helpline invites farmers to do so.
• Protect the honest: a whistle-blower channel, a protection the 2nd ARC's Ethics in Governance report recommended; public credit for staff who clear files; special camps for the backlog.
• Carry the unions: consult them on reform; act only on documented evidence.
• Justification: it upholds probity and rule of law, spares honest staff and citizens, and is proportionate.

Sunlight removes the market for bribes and evidence removes the bribe-takers; system reform with targeted punishment protects both integrity and service.

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Biometric checks were built to stop PDS leakage; in Nainipura they have begun stopping the hungry. The National Food Security Act, 2013 legally entitles up to 75% of rural people to subsidised grain, and the right to life under Article 21 cannot hinge on a readable fingerprint.

Stakeholders

• Beneficiaries, especially children, manual labourers and the elderly; ration dealers; the district administration; the exchequer and taxpayers.

(a) Options open to Vikas

Balancing fiscal probity with empathy

• Probity is real: DBT reforms deleted 6.36 crore duplicate and fake ration cards up to March 2025; leakage is no myth.
• So is exclusion: UIDAI told the Supreme Court, as recorded in the 2018 Aadhaar judgment, that fingerprint authentication failed for 6% of Aadhaar holders who tried it, and that agencies must run exception processes.
• Lawful fallbacks: the options UIDAI itself listed, such as authentication by a family member for PDS, or by iris or OTP. The Department of Food and Public Distribution has directed that no genuine beneficiary be denied grain for failed authentication.
• Accountable exceptions: the dealer records the reason, the beneficiary or nominee signs, an SMS reaches the household, and exception rates per shop are audited monthly.
• Fix causes: biometric-update camps for children and workers, better connectivity, and grievance redress within days.

(b) Ethics of technology as a gatekeeper for welfare

• For: it removes ghost beneficiaries, creates audit trails and adds transparency.
• Against: exclusion errors fall on the weakest; the digital divide; the indignity of proving one is oneself; privacy risks.
• Principle: technology should enable delivery, not decide eligibility; exclusion must be measured as seriously as leakage. Gandhi's talisman, whether a step is "of any use" to the poorest, is the right design test.

Welfare technology is ethical only when its errors land on the system, not on the plate.

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Ambedkar warned that without fraternity, liberty and equality "would require a constable to enforce them". In Rajapuram the constable himself has taken sides, so neutrality must be rebuilt while people are still dying.

Stakeholders

• Both communities and the displaced; local officials and police; central forces; the state government; highway users; a hostile neighbour.

(a) Ethical issues to be addressed

• Right to life and relief: food, medicine and safety in both camps come before every other consideration.
• Impartiality: a partisan administration denies equal protection under Article 14, and both communities stop trusting the state.
• Justice versus peace: victims want accountability, yet a witch-hunt reignites violence.
• Force versus dialogue: central forces restore authority but can look like the occupation of one community.
• Root causes: land claims, resource sharing and representation are questions of distributive justice that policing cannot settle.
• Security: a hostile neighbour may exploit delay; Article 355 makes protecting states against internal disturbance a Union duty.

(b) Options open to Rajan

Recommended: the phased, neutral approach

• Neutral force for life and supplies: requisition CRPF units to open the highway and guard both camps equally, under civil control.
• Clean the machinery: the MHA's Guidelines on Communal Harmony (2008) ask that riot-prone areas get officials "of proven integrity, efficiency, impartiality and non-partisan outlook"; redeploy partisan staff on documented conduct, not community.
• Equal relief, visible fairness: identical standards in both camps, published daily; one control room to counter rumours; a special team to investigate every killing.
• Peace committees: elders, women and youth from both sides, starting with shared needs: the highway, markets, schools.
• Long-term settlement: land records, transparent resource sharing and representation taken up with the state. After the Bodo Accord (2020), 1,615 members of NDFB factions laid down arms: negotiation can end long conflicts.
• Why it guards his image: political neutrality and impartiality are duties under the All India Services (Conduct) Rules; Rajan stays above both communities by doing the same for each.

Neutrality is shown, not declared: equal protection, equal relief and equal justice give dialogue a floor to stand on.

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Arms exports are foreign policy conducted through commerce. India's defence exports reached a record ₹23,622 crore in 2024-25, but each sale carries the seller's name into another country's wars; Ajit's choice tests due diligence, not order size.

Stakeholders

• MDP and its workers; domestic industry; the peoples of A and B; A's neighbour and B's targets abroad; India's partners and export-control regimes.

(a) Options available to Ajit

Which option, and why: sell to A, with safeguards

• Regimes India has joined: India became the MTCR's 35th member in 2016. Its guidelines set "a strong presumption to deny" transfers of missiles judged to be meant for delivering weapons of mass destruction, a real risk with B, a nuclear-armed state.
• A nuance: India itself refused to sign the NPT, so B's non-signature alone is no bar; the risk lies in long-range delivery systems, support to guerrillas and diversion.
• National law: the WMD Act, 2005 and the SCOMET list enforce these commitments.
• Ethics: A seeks protection from a troublesome neighbour, a legitimate self-defence purpose, and offers a durable R&D partnership; arming B risks complicity in harm abroad and in its people's lost welfare.
• Safeguards: an end-user certificate with a no-retransfer clause, structured financing with milestone deliveries, and post-delivery checks.

(b) Balancing economic and strategic interests with ethics

• Due diligence as process: a written checklist at every stage, covering the buyer's record, end use, regional stability and treaties, decided by a committee with reasons on record.
• Global benchmark: the UN Arms Trade Treaty (Article 7) bars a State Party from authorising an export that carries an "overriding risk" of serious harm even after mitigation.
• Constitutional compass: Article 51(c) asks the State to "foster respect for international law and treaty obligations".
• 'Others will sell': a commercial fact, not a moral licence; reckless sales return as sanctions and lost partners.
• Keep the relationship, limit the instrument: trade with B continues; ethics rules out the weapons, not the country.

Responsible exports, lawful, end-use verified and strategically patient, serve prosperity and principle together.

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