Subject: Judiciary

Why in the News?

A judge of the Delhi High Court refused to recuse herself from hearing the Delhi excise policy case, officially titled Central Bureau of Investigation (CBI) v. Kuldeep Singh and Ors. involving prominent political figures. This is despite allegations of bias raised by the litigant. This marks a departure from established judicial conventions, where even a reasonable apprehension of bias often leads to recusal to preserve institutional trust. The episode is significant because it highlights a tension between the “duty to sit” and the need to ensure fairness, especially in politically sensitive litigation. 

Note: The Central Bureau of Investigation (CBI) is the premier domestic crime-investigating agency of India. Operating under the jurisdiction of the Ministry of Personnel, Public Grievances and Pensions

What is judicial recusal in India?

1. In India, judicial recusal is the act of a judge stepping away from a case to prevent any real or perceived conflict of interest or bias.
2. It is rooted in the principles of Natural Justice, specifically the maxim Nemo judex in causa sua, no person should be a judge in their own cause.

How Recusal Works in India

1. Uncodified Practice: Unlike some other countries, India has no codified law or statute governing recusal. Instead, it is guided by judicial precedents, ethical norms, and the judge’s oath of office.
2. Voluntary Process: Recusal is generally a voluntary action taken by the judge based on their own conscience and discretion.
3. Request by Parties: While a litigant or lawyer can request a recusal, they cannot compel a judge to withdraw; the final decision rests solely with the judge concerned.
4. Reassignment: If a judge recuses, the case is referred to the Chief Justice (the “Master of the Roster”) to be assigned to a different bench.

What constitutes judicial recusal and why is it critical to justice delivery?

1. Judicial Impartiality: Ensures fairness in adjudication by eliminating bias; rooted in natural justice principle nemo judex in causa sua (no one should be judge in their own cause).
2. Public Confidence: Strengthens legitimacy of courts; justice must not only be done but also seen to be done (R v Sussex Justices, 1923).
3. Ethical Standards: Aligns with Bangalore Principles of Judicial Conduct emphasizing integrity, propriety, and independence.
4. Global Practice: Reflects best practices across jurisdictions, including rejection of Victorian-era “duty to sit” doctrine.

What were the grounds for seeking recusal in the present case?

1. Prior Adverse Findings: Judge had earlier ruled on related matters, raising concerns of predisposition.
2. Ideological Association: Attendance at events linked to a particular ideological group (ABAP).
3. Familial Professional Links: Judge’s children working as panel lawyers for the government.
4. Political Context: Statement by a Union Minister predicting case outcome heightened apprehension.
5. Reasonable Apprehension: Litigant argued that these factors cumulatively undermine impartial adjudication.

How has the Supreme Court defined the legal threshold for recusal?

1. Reasonable Apprehension Test: Establishes whether a fair-minded observer would suspect bias (P.K. Ghosh case, 1995).
2. Litigant’s Perception: Recognizes that perception of bias matters, not just actual bias (Ranjit Thakur case, 1987).
3. Appearance vs Reality: Accepts that even appearance of bias can vitiate proceedings (State of Punjab v Davinder Pal Singh Bhullar, 2011).
4. Judicial Discretion: Leaves decision to judge’s conscience; no statutory compulsion exists.
5. Rejection of Duty to Sit: Moves away from obligation to hear all cases (Indore Development Authority case, 2019).
6. Prevention of “Bench Hunting”: Courts often warn against frivolous recusal pleas used by litigants as a strategy for “forum shopping “, attempting to avoid a specific judge in hopes of getting a more favourable one.

Why is the present decision considered a deviation from established norms?

1. Denial of Recusal: Refusal despite multiple grounds contradicts trend favoring caution.
2. Self-Adjudication: Judge decided on her own alleged bias, raising procedural concerns.
3. Shift to Actual Bias: Judgment emphasized need to prove actual bias rather than reasonable apprehension.
4. Dismissal of Concerns: Characterized allegations as unfounded, limiting scope of litigant perception.
5. Institutional Risk: Weakens the principle that perception of fairness is central to justice.

What are the broader implications for judicial accountability and fairness?

1. Erosion of Trust: Reduces confidence in neutrality of judiciary in politically sensitive cases.
2. Lack of Codification: Absence of clear rules leads to inconsistent application.
3. Procedural Gaps: No independent mechanism to decide recusal requests.
4. Politicization Risk: Heightens perception of the judiciary being influenced by external factors.
5. Legal Vulnerability: Judgments may face challenges due to procedural impropriety.

What reforms are required to strengthen recusal jurisprudence in India?

1. Codified Framework: Establishes clear statutory guidelines for recusal standards.
2. Independent Review: Introduces mechanism where recusal pleas are decided by another bench.
3. Objective Criteria: Defines conflict of interest, prior involvement, and relational bias thresholds.
4. Transparency Measures: Ensures reasoned orders in recusal decisions.
5. Judicial Training: Strengthens ethical awareness regarding perceived bias.

Conclusion

The episode underscores the need to reconcile judicial discretion with institutional accountability. Strengthening recusal norms through codification and procedural safeguards is essential to preserve judicial credibility and constitutional morality.

PYQ Relevance

[UPSC 2023] Constitutionally guaranteed judicial independence is a prerequisite of democracy. Comment.

Linkage: Judicial recusal directly operationalizes judicial independence by preventing bias and ensuring impartial adjudication. The Delhi High Court episode highlights how weak recusal standards can undermine public trust, thereby affecting the democratic legitimacy of the judiciary.

Why in the News?

A nine-judge Constitution Bench is re-examining the broader constitutional principles arising from the 2018 Sabarimala judgment, especially the scope of Essential Religious Practices and denominational rights. It revisits the balance between religious freedom and gender equality, while questioning the judiciary’s role in reforming religion.

What is the Sabrimala Temple Entry Case?

The Sabarimala Temple Entry Case is a landmark legal battle (Indian Young Lawyers Association v. State of Kerala) focused on a 4:1 Supreme Court ruling on September 28, 2018, that lifted the centuries-old ban restricting women aged 10-50 from entering the Ayyappa temple in Kerala. The Court deemed the exclusion unconstitutional, citing it violated rights to equality, non-discrimination, and dignity. 

Key Aspects of the Case:

1. The Dispute: The restriction was linked to the belief that the presiding deity, Lord Ayyappa, is a celibate (Naishtika Brahmachari).
2. Verdict (2018): The Supreme Court ruled that devotees of Lord Ayyappa do not constitute a separate “religious denomination” under Article 26, meaning the ban could not be justified as an essential religious practice (ERP).
3. Legal Basis: The judgment struck down Rule 3(b) of the Kerala Hindu Places of Public Worship (Authorization of Entry) Rules, 1965.
4. Current Status: Following the 2018 verdict, multiple review petitions were filed, and as of 2026, a nine-judge bench is examining the issue along with other religious restrictions on women.

What constitutional conflict lies at the core of the Sabarimala case?

1. Fundamental Rights Conflict: Ensures tension between Article 14 (Equality) and Article 25 (Religious Freedom); example: exclusion of women vs right to worship.
2. Gender Justice vs Faith: Promotes equality jurisprudence over traditional customs; example: ban on women based on menstruation struck down.
3. Dignity Principle: Strengthens individual dignity under Article 21; example: exclusion viewed as stigmatizing biological process.
4. State vs Religion: Facilitates debate on extent of State intervention; example: court invalidating temple practices.

How has the Essential Religious Practices (ERP) doctrine evolved?

The Essential Religious Practices (ERP) doctrine is a judicial principle in India, often called the “doctrine of essentiality,” developed by the Supreme Court to identify practices integral to a religion and protect them under Articles 25 and 26. It acts as a filter, allowing courts to distinguish between core religious tenets and secular or non-essential rituals, enabling the state to regulate, reform, or ban practices that are merely traditional, superstitious, or violates fundamental rights

1. Judicial Test Origin: Emerged in Shirur Mutt case (1954); defines what constitutes religion.
2. Selective Protection: Protects only practices deemed “essential”; example: non-essential practices can be regulated.
3. Expansion of Scope: Extends beyond doctrine to rituals and observances; example: Sabarimala practice assessed under ERP.
4. Judicial Overreach Concern: Raises issue of courts interpreting theology; example: judges deciding what is “essential”.
5. Shift in Jurisprudence: Indicates move toward limiting ERP; example: questioning its continued relevance.

Does the Sabarimala case redefine denominational rights under Article 26?

1. Denomination Criteria: Requires common faith, organization, and distinct identity; example: Ayyappa devotees failed this test (2018).
2. Restricted Protection: Limits Article 26 rights to distinct groups; example: temple open to all Hindus weakens denominational claim.
3. Comparative Borrowing: Based on Irish Constitution context; example: originally applied to structured Christian sects.
4. Expanded Interpretation: Includes “sections of denomination”; example: broader applicability in Hindu context.
5. Critical Debate: Questions applicability in non-centralized religions like Hinduism.

What is the role of the State and judiciary in religious reform?

The role of the State and judiciary in religious reform, particularly in the Indian context, involves balancing the fundamental right to freedom of religion with constitutional values like equality, dignity, and social justice. The Indian Constitution does not follow a strict “wall of separation” but rather a “principled distance,” allowing for state intervention to reform oppressive practices

1. State Regulation Power: Enables intervention under public order, morality, health; The State has the authority to intervene in religious affairs for social welfare, reform, or to regulate secular activities associated with religion, primarily under Article 25(2) of the Constitution.
   1. Reforms and Social Welfare: State intervention is allowed to eliminate social evils, such as the prohibition of Sati and the Devadasi system.
   2. Temple Entry and Management: Laws like the Hindu Religious and Charitable Endowments (HRCE) Act enable state oversight of temple administration, finances, and reform of temple entry laws, ensuring access for all sections of society.
   3. Secular Activity Regulation: The State can regulate economic, financial, or political activities associated with religious practices
2. Judicial Review: Ensures constitutional supremacy over religious practices; example: striking down discriminatory customs.
   1. Striking Down Discriminatory Customs: Courts strike down customs that violate fundamental rights (Articles 14, 15, 21), such as the invalidation of Talaq-e-biddat (triple talaq) and lifting the ban on women’s entry to the Sabarimala temple.
3. Transformative Constitutionalism: Promotes progressive reinterpretation; example: prioritizing equality over tradition.
4. Separation Challenge: Blurs line between secular governance and religious autonomy.
5. Legislative Preference: Suggests reforms should ideally come from legislature, not judiciary.

How does the case reflect tensions in India’s secular framework?

1. Positive Secularism: Allows State engagement with religion; example: reform of discriminatory practices.
2. Faith vs Reform: Balances belief systems with constitutional morality.
3. Pluralism Challenge: Ensures protection of diverse practices; example: risk of uniform judicial standards.
4. Minority Rights Concern: Raises fear of majoritarian interpretation of religion.
5. Institutional Legitimacy: Tests credibility of judiciary in sensitive socio-religious issues.

What are the broader implications for future religious disputes?

1. Pan-Religious Impact: Extends beyond Hinduism; example: applicability to Muslim, Parsi, Christian practices.
2. Doctrinal Clarity: Seeks uniform principles for Article 25-26.
3. Reduction in ERP Use: Indicates possible shift away from ERP doctrine.
4. Judicial Restraint Debate: Encourages reconsideration of court’s role.
5. Policy Precedent: Influences future cases on gender and religion.

Conclusion

The Sabarimala case has evolved into a constitutional test of balancing faith, equality, and judicial limits. The outcome will shape the future of religious freedom jurisprudence and define the contours of India’s secular democracy.

PYQ Relevance

[UPSC 2023] Explain the constitutional perspectives of Gender Justice with the help of relevant Constitutional provisions and case laws.

Linkage: The PYQ is directly linked to Sabarimala where gender equality (Art 14, 15) was upheld over exclusionary religious practice. It tests application of case laws like Sabarimala, Shayara Bano in gender justice jurisprudence.

Why in the News?

An issue arose from a wife’s plea for interim maintenance under the Protection of Women from Domestic Violence Act, 2005 and Section 125 of the Criminal Procedure Code, 1973, after she left employment to care for the household and child. The trial court and appellate court denied relief, holding that her educational qualifications and certain bank transactions reflected financial independence. The Delhi High Court set aside these findings, holding that theoretical earning capacity cannot substitute proof of actual income and that unpaid homemaking constitutes a valid economic contribution within marriage.

Does Homemaking Constitute Economic Contribution in Marriage?

1. Recognition of Unpaid Labour: Treats household management, childcare, and relocation support as economic inputs sustaining earning spouse’s productivity.
2. Reframing of Economic Partnership: Defines marriage as a partnership model with differently manifested contributions.
3. Shift from Moral to Legal Recognition: Moves unpaid domestic work from social appreciation to enforceable legal entitlement.
4. Enabling Function: Establishes that homemaker’s labour facilitates earning spouse’s professional continuity, including overseas employment.

Can Educational Qualification Defeat a Maintenance Claim?

1. Capacity vs Actual Income Distinction: Separates theoretical earning ability from proven earnings.
2. Burden of Proof Principle: Requires evidence of stable taxable income to deny maintenance.
3. Rejection of Assumptive Reasoning: Prohibits denial based solely on degrees or employability potential.
4. Judicial Clarification: States that mere capability cannot ground refusal of maintenance.

How Should Courts Evaluate Re-entry Barriers After Career Breaks?

1. Career Disruption Recognition: Acknowledges difficulties in workforce re-entry after caregiving breaks.
2. Gendered Labour Market Reality: Recognizes structural constraints affecting women’s employment continuity.
3. Realistic Assessment Standard: Mandates evaluation based on present income, not hypothetical opportunities.
4. Preventive Safeguard: Prevents penalization of spouses who left employment for household responsibilities.

What Is the Scope of Maintenance under Section 125 CrPC and PWDVA?

1. Social Justice Mandate: Ensures financial support for wives unable to maintain themselves.
2. Interim Relief Provision: Enables monetary relief during pendency of proceedings.
3. Fairness Mechanism: Treats maintenance as equitable adjustment within marital partnership.
4. Protection Against Dependency Narrative: Rejects framing homemaking as voluntary economic withdrawal.

Does the Judgment Reflect a Wider Judicial Trend?

1. Comparative Precedents:
   1. Recognizes Kerala High Court view in Kannan Nair v. Kamala Amma, that acknowledged homemaking as a financial contribution during property rights disputes.
   2. Aligns with Delhi High Court ruling in Saurjan Saha v. Rumpa Saha, which rejected the demand for proof of negative income.
2. Judicial Continuity: Consolidates recognition of unpaid domestic labour across maintenance and property jurisprudence.
3. Doctrinal Evolution: Strengthens gender-sensitive interpretation of maintenance laws.

How does recognition of unpaid domestic labour advance substantive gender justice within the institution of marriage?

1. Structural Gender Inequality: Women disproportionately perform unpaid domestic labour, limiting financial independence and reinforcing economic dependency within marriage.
2. Invisibility in Economic Metrics: Household and caregiving work remain excluded from GDP calculations despite enabling workforce participation of earning members.
3. Substantive Equality Approach: Judicial recognition of homemaking as economic contribution advances Article 14-based equality beyond formal neutrality.
4. Corrective Social Reform Role of Judiciary: Court intervention addresses entrenched patriarchal assumptions that equate worth with paid employment.
5. Welfare-State Responsibility: Maintenance jurisprudence functions as a social justice mechanism ensuring dignity and economic security for non-earning spouses.

Conclusion

The ruling institutionalizes recognition of unpaid domestic labour within maintenance law. It separates earning potential from actual income and reinforces marriage as an economic partnership. The judgment strengthens substantive equality and aligns maintenance jurisprudence with constitutional guarantees of dignity and fairness.

PYQ Relevance

[UPSC 2023] Explain the constitutional perspectives of Gender Justice with the help of relevant Constitutional Provisions and case laws.

Linkage: The Delhi High Court judgment strengthens constitutional gender justice by recognizing unpaid domestic labour as an economic contribution under Articles 14, 15 and 21. It reflects judicial expansion of substantive equality through maintenance jurisprudence and case-law based interpretation.

Why in the News?

The Supreme Court termed reliance on AI-generated fake case law by a trial court in Andhra Pradesh as “misconduct” and flagged it as an “institutional concern.” The case involved citation of non-existent judgments generated through AI tools, prompting the Court to warn that decisions based on fabricated precedents will attract legal consequences.

What is AI Hallucination?

1. Definition: AI hallucination refers to the generation of false, fabricated, or non-existent information by generative AI systems while presenting it in a confident and coherent manner.
2. In Legal Context: It includes creation of fake case citations, incorrect statutory references, or imaginary judicial precedents.
3. Cause: Occurs because generative AI predicts text patterns probabilistically rather than retrieving verified data from authenticated legal databases.

Role of AI in Judicial Process

1. Research Assistance: Supports case-law searches, judgment summarisation, and drafting. Example: The Supreme Court’s AI tool SUPACE (Supreme Court Portal for Assistance in Court’s Efficiency) assists judges by compiling relevant precedents and legal materials for faster research.
2. Administrative Efficiency: Facilitates transcription, translation, and document management under the e-Courts Project. Example: The Supreme Court’s SUVAS (Supreme Court Vidhik Anuvaad Software) uses AI-based machine translation to translate judgments into regional languages to enhance accessibility.
3. Access to Justice: Expands digital availability of court records and improves procedural transparency. Example: Under the e-Courts Mission Mode Project (Phase III), virtual courts and online filing systems use technology-enabled processes to reduce pendency and improve citizen access.
4. Risk Factor and Verification Requirement: Mandates human oversight to prevent reliance on fabricated outputs. Example: The recent Supreme Court observation in the Andhra Pradesh trial court matter highlighted that AI-generated fake citations, if unverified, can amount to misconduct and undermine judicial credibility.

How does AI ‘hallucination’ challenge the integrity of judicial decision-making?

1. Predictive Text Model: Generative AI tools such as ChatGPT operate on probabilistic language prediction rather than verified legal databases, leading to fabricated citations.
2. Fabricated Case Law: In the Vijayawada trial court case, an AI-generated judgment cited “Subramani v. M. Natarajan (2013) 14 SCC 95,” which did not exist.
3. Linguistic Fluency over Accuracy: AI tools prioritise coherent language construction, not factual validation.
4. Judicial Consequence: The Supreme Court observed that reliance on fake judgments amounts to “misconduct” and entails legal consequences.

Why did the Supreme Court treat this incident as an ‘institutional concern’ rather than an isolated lapse?

1. Systemic Occurrence: The Court noted similar instances of AI-generated “non-existent” judgments across jurisdictions.
2. Supreme Court Dismissal (Feb 13, 2026): A Special Leave Petition was dismissed after the petitioner cited non-existent judgments.
3. Delhi High Court (Sept 2025): Petition withdrawn after opposing counsel pointed out fabricated precedents.
4. Bombay High Court (Jan 2026): Imposed ₹50,000 cost for citing a fake case; noted AI-generated drafting markers such as bullet formats and green-box highlights.
5. Judicial Time Wastage: Courts described such reliance as “dumping” unverified material, resulting in waste of judicial time.

What distinguishes ‘error in good faith’ from judicial misconduct in this context?

1. High Court Approach: Justice Ravi Nath Tilhari accepted the trial judge’s explanation that AI was used in good faith; refused to set aside the order solely due to erroneous citations.
2. Supreme Court’s Position: Held that reliance on fake judgments is not merely an error but misconduct affecting adjudication integrity.
3. Legal Threshold: The apex court emphasised accountability where fabricated precedents influence judicial reasoning.
4. Institutional Discipline: The Court signaled that judicial officers must independently verify sources before relying on AI outputs.

What regulatory and policy responses have emerged within the judiciary?

1. White Paper (Nov 2025): Supreme Court released “Artificial Intelligence and Judiciary,” identifying “fabrication of cases and hallucination” as primary risks.
2. Risk Identification: AI may hallucinate judgments, citations, and legislative references that do not exist.
3. Ethics Committees Proposal: Recommended establishing AI ethics committees within courts.
4. Mandatory Verification: Directed that information obtained through AI tools must be independently verified.
5. Kerala High Court (July 2025): Issued first formal AI policy permitting administrative use but mandating meticulous verification of legal citations; warned of disciplinary action.

How does this development reflect the broader tension between technological adoption and constitutional accountability?

1. Digital Transformation of Courts: Judiciary increasingly integrates AI for translation, transcription, and research assistance.
2. Adjudicatory Legitimacy: Judicial authority derives from constitutional fidelity and precedential accuracy.
3. Professional Responsibility: Lawyers and judges remain accountable for submissions irrespective of technological tools used.
4. Rule of Law Implication: Fabricated precedents undermine stare decisis and the doctrine of binding precedent under Article 141.

Conclusion

The Supreme Court’s observations underline that technological integration in the judiciary must operate within the framework of constitutional discipline and professional accountability. While AI enhances efficiency, access, and research capacity, it cannot replace judicial reasoning or due diligence. The episode reinforces that the rule of law depends not merely on digital advancement but on verified precedent, ethical responsibility, and institutional integrity.

PYQ Relevance

[UPSC 2023] Introduce the concept of Artificial Intelligence (AI). How does AI help clinical diagnosis? Do you perceive any threat to the privacy of the individual in the use of AI in healthcare?

Linkage: The question links AI’s utility with ethical and regulatory concerns, similar to judicial AI use where efficiency must be balanced with accountability and safeguards. The issue of AI hallucination in courts reflects the same tension between technological assistance and risks to institutional integrity.