AI in Internal Security India’s Predictive Policing and Cybercrime Control Framework

Internal Security

Internal Security Latest News

  • The Ministry of Home Affairs is increasingly deploying AI tools for predictive policing, cybercrime detection, and financial fraud prevention. 

Artificial Intelligence in Internal Security

  • Artificial Intelligence is transforming governance and security frameworks globally.
  • In India, AI is being integrated into internal security systems to enhance surveillance, crime detection, and decision-making capabilities.
  • Role of AI in Internal Security
    • Enables predictive policing by analysing crime patterns. 
    • Facilitates real-time surveillance and monitoring. 
    • Enhances cybercrime detection through data analytics. 
    • Improves coordination among law enforcement agencies. 
    • AI acts as a force multiplier by enabling faster and more accurate responses to security threats.

Key Initiatives and Tools

  • India has developed multiple AI-driven tools to strengthen internal security.
  • Predictive Policing
    • AI systems analyse historical data to identify crime-prone areas and patterns.
    • This helps police forces deploy resources more efficiently and prevent crimes before they occur.
  • Dark Web Monitoring
    • AI-based tools monitor dark web platforms to track:
    • Phishing campaigns 
    • Fraud networks 
    • Criminal discussions 
    • This enhances the capability to detect cyber threats proactively.
  • Mule Hunter Application
    • The Mule Hunter system uses AI and machine learning to identify “mule accounts” used for financial fraud.
    • Developed in collaboration with RBI Innovation Hub. 
    • Uses behavioural and transaction data for suspect scoring. 
    • Enables real-time detection and blocking of fraudulent transactions. 
  • Surakshini Initiative
    • Surakshini is a proposed AI-based system for tackling online harmful content.
    • Focuses on Child Sexual Exploitative and Abuse Material (CSEAM) and Non-Consensual Intimate Imagery (NCII). 
    • Creates a hash database to prevent re-upload of such content. 
    • Shifts from reactive takedown to preventive monitoring. 
  • AI-based Complaint Systems
    • The government is upgrading the cybercrime helpline (1930) with AI-assisted complaint registration.
    • Supports regional languages. 
    • Improves accessibility and response time. 

News Summary

  • The Parliamentary Standing Committee report highlights the increasing role of AI in India’s internal security framework.
  • Expansion of AI in Security
    • As mentioned in the report, AI is being used as a “critical enabler” for enhancing operational capabilities across police forces and paramilitary units. 
    • This includes real-time surveillance, behavioural analysis, and crime pattern recognition.
  • Institutional Collaboration
    • The Ministry of Home Affairs is collaborating with institutions such as:
    • IIT Bombay for AI model development. 
    • Reserve Bank Innovation Hub for financial fraud detection. 
    • These collaborations aim to build robust and scalable AI systems.
  • Cybercrime Monitoring and Prevention
    • The Indian Cyber Crime Coordination Centre (I4C) is central to AI deployment. 
    • AI tools are used to monitor dark web activities and scam networks. 
    • Complaint registration is being modernised with AI support. 
    • Additionally, AI models are used to screen cyber tipline data for harmful content.
  • Financial Fraud Detection
    • The integration of Mule Hunter with banking systems allows:
    • Real-time suspect scoring of transactions. 
    • Early identification of fraudulent accounts. 
    • Prevention of financial cybercrimes. 
    • This marks a shift toward proactive fraud prevention.
  • Content Moderation and Online Safety
    • Surakshini will introduce a preventive content moderation framework. 
    • Automated hash-matching will prevent the upload of illegal content. 
    • Dashboard will track complaints, FIRs, and takedown timelines. 
    • This enhances transparency and coordination among agencies.
  • Emerging Technologies in Immigration
    • The Immigration, Visa Foreigners Registration and Tracking (IVFRT) 3.0 system, to be launched in April 2026, will integrate AI and blockchain.
    • Enables intelligent traveller profiling. 
    • Improves security and authenticity of records. 

Challenges and Concerns

  • Despite its advantages, AI deployment in internal security raises several concerns.
  • Privacy Issues: Increased surveillance may affect individual privacy rights. 
  • Data Security: Risk of misuse or breach of sensitive data. 
  • Algorithmic Bias: AI systems may reflect biases in training data. 
  • Technological Limitations: Some applications, such as document forgery detection, are still under development. 

Source: IE

Internal Security FAQs

Q1: What is predictive policing?

Ans: It uses AI to analyse data and predict potential crime hotspots.

Q2: What is the Mule Hunter application?

Ans: It is an AI-based tool to detect fraudulent bank accounts used in cybercrime.

Q3: What is the Surakshini initiative?

Ans: It is an AI system to prevent the spread of harmful online content.

Q4: Which agency leads AI-based cybercrime monitoring in India?

Ans: The Indian Cyber Crime Coordination Centre (I4C).

Q5: What is IVFRT 3.0?

Ans: It is an AI-enabled system for immigration and visa management in India.

RBI Forex Cap Explained, Why Banks Are Worried Amid Rupee Pressure

RBI Forex Cap

RBI Forex Cap Latest News

  • The RBI asked banks to limit their foreign currency exposure to $100 million per day to control the falling rupee, amid rising oil prices and inflation concerns due to the West Asia conflict. Banks must follow this rule by April 10.
  • However, the move did not stop the rupee from weakening—it fell below 95 per dollar and closed around 94.8, while oil prices stayed above $100 per barrel. 
  • The decision has also worried banks, as it may lead to financial losses due to market fluctuations.

RBI's Forex Cap: Stemming the Rupee's Fall

  • RBI introduced a cap on banks' foreign currency exposure to stabilise the sharply falling rupee and protect India's dwindling foreign exchange reserves, both of which have come under severe pressure since the West Asian conflict began in late February. 
  • The rupee has hit a historic low of ₹94.81 against the dollar — a fall of four per cent since the war started — having successively breached the 92, 93, and 94 levels in March alone. 

What the Cap Does

  • Previously, banks were allowed to hold net open positions (foreign currency exposure) up to 25% of their total capital. 
  • The RBI has now significantly tightened this limit. Banks have been directed to unwind large currency positions by April 10, a move designed to trigger a temporary surge in dollar supply and provide immediate relief to the rupee. 
  • Notably, the RBI has shifted its strategy from direct market intervention (selling dollars from reserves) to regulatory tightening — a deliberate move to preserve its forex "war chest".
  • Despite this shift in strategy, the RBI's earlier direct interventions have already taken a toll. 
  • Forex reserves have fallen by over $30 billion to $698.34 billion since the conflict began — a significant depletion driven by the central bank's dollar sales to defend the rupee.

The FPI Exodus: Fuelling the Pressure

  • A key driver of rupee weakness has been relentless foreign investor selling. 
  • Foreign Portfolio Investors (FPIs) were net sellers on every single trading day in March. 
  • Several factors have contributed to this sustained exodus:
    • weakness in global equity markets, 
    • the rupee's steady depreciation, 
    • fears of declining Gulf remittances, and 
    • concerns over the impact of high crude oil prices on India's growth and corporate earnings.

The Broader Warning

  • While the RBI's move signals heightened concern over currency volatility, it also underscores the fragility in India's external balances amid rising oil prices and capital outflows — a combination that will continue to test the central bank's resolve in the weeks ahead.

Why Banks Are Worried About the RBI’s Forex Cap

  • Banks are concerned about the RBI’s new forex exposure cap due to its quick implementation timeline. 
  • They have requested a transition period of about three months, as an immediate rollout could force them to adjust positions abruptly, increasing the risk of losses.

Risk of Large-Scale Losses

  • Banks currently hold large dollar positions, and enforcing the cap quickly may require them to unwind exposures worth $11–15 billion across the sector. 
  • Selling at unfavourable exchange rates could lead to mark-to-market losses, affecting their treasury books and reducing profits for the March quarter.
  • The new restrictions could also hurt banks’ earnings by limiting currency arbitrage opportunities between onshore and offshore markets. 
  • This would reduce an important source of trading income.

Broader Market Concerns

  • Stricter domestic rules may shift trading activity to offshore markets, where regulations are looser. 
  • This could encourage speculative bets against the rupee abroad, increasing volatility and potentially weakening the currency further.

More Measures Likely if Rupee Weakness Continues

  • Market observers believe that if the rupee continues to fall, the RBI may introduce additional measures to stabilise the currency and protect forex reserves.

Lessons from Past Crises

  • During earlier crises like the global financial crisis and taper tantrum, then RBI Governor Raghuram Rajan used multiple tools. 
  • These included attracting foreign inflows through the FCNR(B) scheme, which brought in over $30 billion, offering dollar swap windows for oil companies, and raising repo rates to control inflation and boost investor confidence.
    • An FCNR (B) — Foreign Currency Non-Resident (Bank) — account is a fixed deposit account for NRIs/PIOs to hold foreign currency in India.

Policy and Regulatory Interventions

  • The RBI also eased rules for foreign investments (FPIs and ECBs) and imposed import restrictions, especially on gold, to reduce outflows. 
  • These steps helped increase reserves and stabilise the rupee.
  • If the situation worsens, the RBI still has a range of tools—including attracting capital inflows, tightening monetary policy, and managing forex demand—to support the rupee and strengthen reserves.

Source: IE | ToI

RBI Forex Cap FAQs

Q1: What is the RBI forex cap?

Ans: RBI forex cap limits banks’ foreign currency exposure to $100 million daily. RBI forex cap aims to stabilise the rupee and protect forex reserves during volatility.

Q2: Why did RBI introduce the forex cap?

Ans: RBI forex cap was introduced to control rupee depreciation, manage capital outflows, and preserve forex reserves amid rising oil prices and global uncertainty.

Q3: Why are banks worried about RBI forex cap?

Ans: RBI forex cap forces banks to unwind large positions quickly, causing potential $11–15 billion sales, leading to mark-to-market losses and reduced trading income.

Q4: Did RBI forex cap stabilise the rupee?

Ans: RBI forex cap has not yet stabilised the rupee, which fell near 95 per dollar due to continued oil price pressure, FPI outflows, and global market uncertainty.

Q5: What further steps can RBI take?

Ans: RBI forex cap may be followed by measures like attracting foreign inflows, dollar swap schemes, rate hikes, and easing investment rules to stabilise the rupee and reserves.

Maoist Insurgency in India, Decline, Causes, and Risk of Revival Explained

Maoist Insurgency

Maoist Insurgency Latest News

  • The recent surrender of a top CPI (Maoist) leader signals a major collapse of the insurgency’s leadership and suggests the movement is nearing its end. 
  • However, while the armed struggle is declining, deeper issues of governance and inequality remain unresolved. 
  • The key challenge now is whether the state can convert its security success into lasting public trust, and whether far-left politics can still re-emerge in a changing but unequal India.

How the Indian State Gained the Upper Hand Over Maoists

  • Over the past decade, the Maoist movement has weakened due to sustained pressure on both its leadership and ground network. 
  • Top leaders from the Central Committee and Politburo have been eliminated, arrested, or surrendered, leading to a fragmented command structure. 
  • At the same time, improved intelligence, local police involvement, and specialised forces have reduced the Maoists’ traditional advantages in terrain and surprise.
  • Sustained military pressure, better governance outreach, and infrastructure development have together weakened the Maoist insurgency. Even Maoist leadership has acknowledged the decline, with cadres being advised to either relocate or surrender.

Strategic Policy and Security Push

  • The foundation of this success dates back to 2006, when the government identified Maoism as a major internal security threat
  • A comprehensive strategy was later implemented under the Ministry of Home Affairs, involving large deployment of central forces, modernisation of state police, and the “clear, hold and develop” approach. 
  • This meant clearing Maoist strongholds, maintaining control through camps, and extending governance through infrastructure and public services. 
  • Subsequent governments continued and intensified this strategy.

Infrastructure and Ground-Level Expansion

  • The state significantly expanded its presence in remote areas by building over 15,000 km of roads, installing 9,000+ mobile towers, fortifying 656 police stations, and setting up nearly 200 security camps in key Maoist regions, especially in Chhattisgarh and the Andhra–Odisha belt.

Sharp Decline in Violence and Influence

  • The results have been substantial. Maoist-related violence and deaths have fallen by over 80% since 2010. 
  • Affected districts have reduced from nearly 200 in the early 2000s to just 38 by 2025, with only 7 districts currently classified as LWE-affected, and just 3 as most affected (Bijapur, Narayanpur, Sukma).

Origins of Maoism in India

  • Maoism in India traces its roots to the Naxalbari uprising of 1967, where early groups viewed India as a “semi-feudal, semi-colonial” society. 
  • They believed armed struggle was necessary to secure land, dignity, and justice for the poor.

Spread Across Marginalised Regions

  • Over time, Maoists expanded across the “Red Corridor”, covering parts of Andhra Pradesh, Telangana, Bihar, Jharkhand, Chhattisgarh, and Odisha. 
  • They gained support by embedding themselves among landless peasants, Dalits, and Adivasis, especially in areas where the state was weak, exploitative, or absent.

Structural Causes Behind the Movement

  • Several deep-rooted issues created space for Maoism:
    • Unequal land distribution and failed land reforms 
    • Bonded labour and caste-based oppression 
    • Displacement without proper rehabilitation due to development projects 
    • Corruption and abuse by forest and police authorities 
    • Exclusion of tribal communities from decisions about land and resources

Role of Maoists in Local Governance

  • In many remote villages, Maoists acted as an alternative authority. 
  • They resolved disputes, enforced wages, and punished local elites, combining coercion with a sense of justice where formal governance was ineffective.

State Absence as a Key Factor

  • Experts note that Maoist influence grew not just due to poverty, but because of the absence or invisibility of the state. 
  • In many isolated regions, Maoists became the only functioning authority people experienced.

Managing the Vacuum After Maoist Decline

  • As Maoist influence fades, the key risk is not their return but the emergence of new alienation or criminal networks in areas where they once controlled power and resources. 
  • Recognising this, the government has identified 31 “Legacy Thrust” districts for continued security and development support to prevent relapse.

Focus on Development and Governance

  • The long-term solution lies in effective delivery of development—roads, schools, hospitals, and basic services. 
  • Past initiatives, such as infrastructure expansion in Andhra Pradesh and CRPF field hospitals in Chhattisgarh, showed that when the state delivers, people respond positively, even in conflict zones.

Building Local Institutions

  • A sustainable transition requires replacing external security dominance with local governance structures. 
  • This includes recruiting locals into police and administration, expanding police stations, and ensuring functioning schools, healthcare, and grievance redress systems.
  • Experts stress that success depends on strong political will and responsive bureaucracy. 
  • Clear direction from leadership must translate into effective governance on the ground to consolidate gains and prevent any resurgence.

Can Maoism Rise Again

  • Experts believe a full-scale revival of Maoism is unlikely, as the traditional model of controlling isolated regions has been weakened by better connectivity, roads, mobile networks, and social media, which have increased awareness and aspirations.
    • Earlier, Maoists thrived by dominating remote areas and acting as the only “state.”

Internal Decline of the Movement

  • The movement has also weakened from within. 
  • Declining ideological strength, infiltration of non-committed elements, and failure to attract educated youth have reduced its appeal and organisational strength.

Inequality: A Continuing Risk Factor

  • While some argue that poverty has not led to widespread urban insurgency, others caution that rising inequality and visible disparities could still create space for far-left ideas, especially if grievances deepen.
  • Instead of a return to armed insurgency, the future may see issue-based, non-violent or low-intensity radicalism in urban and peri-urban areas—focused on land rights, environmental concerns, and job insecurity.

Role of State Legitimacy

  • With access to multiple viewpoints through digital media, people are less likely to see violence as the only solution. 
  • However, the state’s credibility and governance, not just its security strength, will determine whether Maoist-like spaces re-emerge.

Source: IE

Maoist Insurgency FAQs

Q1: Why has the Maoist insurgency in India declined?

Ans: Maoist insurgency in India declined due to leadership losses, strong security operations, infrastructure expansion, and better governance, which weakened Maoist networks and reduced their territorial control.

Q2: What caused the Maoist insurgency in India?

Ans: Maoist insurgency in India emerged from land inequality, caste oppression, displacement, and absence of governance in tribal areas, allowing Maoists to gain support among marginalised communities.

Q3: How did the government counter Maoists?

Ans: Maoist insurgency in India was countered through the “clear, hold, develop” strategy, increased security deployment, improved intelligence, and infrastructure like roads, mobile towers, and police stations.

Q4: Can Maoist insurgency in India rise again?

Ans: Maoist insurgency in India is unlikely to return in its old form, but inequality and governance gaps may create space for issue-based or non-violent radical movements.

Q5: What should the government do after Maoist decline?

Ans: Maoist insurgency in India leaves a vacuum that must be filled with development, local governance, and institutional trust to prevent criminality or alienation in affected regions.

Regulation of Online Content in India, Explained

Online Content

Online Content Latest News

  • The Centre has proposed amendments to the IT Rules, 2021, to expand regulation over social media users and independent news creators. 

Regulation of Online Content in India

  • India regulates online content primarily through the Information Technology Act, 2000 and the Information Technology (Intermediary Guidelines and Digital Media Ethics Code) Rules, 2021.
  • Key Features of IT Rules, 2021
    • Provide a framework for the regulation of digital media and intermediaries. 
    • Introduce a three-tier grievance redressal mechanism. 
    • Require social media platforms to exercise due diligence. 
    • Enable government oversight over digital news and OTT platforms. 
  • Safe Harbour Provision
    • Section 79 of the IT Act grants “safe harbour” protection to intermediaries. 
    • Platforms are not liable for user-generated content if due diligence is followed. 
    • Failure to comply with government directions can result in loss of this protection. 
  • Role of Government
    • Ministry of Electronics and Information Technology (MeitY) regulates intermediaries. 
    • Ministry of Information and Broadcasting (MIB) oversees digital news and content. 
    • Blocking orders are issued under Section 69A of the IT Act
  • Significance
    • Helps tackle misinformation, fake news, and harmful content. 
    • Strengthens the accountability of digital platforms. 
    • Enables faster grievance redressal mechanisms. 

Proposed Amendments to IT Rules

  • The Centre has proposed significant changes to expand regulatory control over online content.
  • Inclusion of Individual Users
    • The rules may now apply to individual users posting news or current affairs content. 
    • Previously, regulation was limited to publishers and platforms. 
  • Direct Takedown and Blocking Powers
    • MIB may be empowered to issue direct blocking orders to users and platforms. 
    • It can also require users to modify or apologise for content. 
  • Expansion of the Inter-Departmental Committee
    • The Inter-Departmental Committee (IDC) will have broader powers. 
    • It can now hear a wider range of grievances beyond code violations. 
  • Legal Status of Advisories
    • Government advisories to platforms may become legally binding. 
    • Non-compliance could affect safe harbour protection. 

News Summary

  • The recent reports highlight a major shift in India’s approach to regulating online content.
  • Expansion of Regulatory Scope
    • Independent news creators on platforms such as YouTube, Instagram, and X may be brought under the regulatory framework. 
    • This includes individuals who may not be professional journalists but create content related to current affairs.
  • Increased Government Oversight
    • The proposed amendments empower the Ministry of Information and Broadcasting to:
      • Issue blocking orders directly. 
      • Seek information about creators from platforms. 
      • Enforce compliance through regulatory mechanisms. 
    • This marks a shift from platform-based regulation to direct regulation of users.
  • Changes in Takedown Mechanism
    • The government plans to allow takedown notices to be sent directly to individual users. 
    • Earlier, such notices were limited to online news publishers.
    • Additionally, the time window for compliance has reportedly been reduced significantly, increasing pressure on platforms to act quickly.
  • Impact on Social Media Platforms
    • Advisories will become part of due diligence obligations. 
    • Non-compliance could lead to legal liability. 
    • Platforms may take down content more aggressively to retain safe harbour. 
  • Concerns Over Freedom of Expression
    • The proposed changes have raised concerns among civil society groups.
    • Critics argue it may lead to excessive censorship. 
    • The Internet Freedom Foundation has termed it a major expansion of regulatory power. 
    • There are also concerns about potential misuse against dissenting or satirical content.
  • Recent Enforcement Trends
    • The reports indicate an increase in takedown orders in recent weeks.
    • Content related to political criticism and satire has been targeted. 
    • AI-generated deepfakes and misinformation are cited as key concerns. 
    • This reflects a tightening regulatory environment for digital content.

Challenges and Issues

  • Balancing Regulation and Free Speech: Ensuring regulation does not infringe Article 19(1)(a). 
  • Ambiguity in Definitions: Broad definitions may include unintended users. 
  • Over-compliance by Platforms: Fear of liability may lead to excessive content removal. 
  • Judicial Scrutiny: Some provisions of the IT Rules are already under court review. 

Source: TH | IE

Online Content FAQs

Q1: What are IT Rules, 2021?

Ans: They regulate intermediaries, digital media, and online content in India.

Q2: What is safe harbour protection?

Ans: It protects platforms from liability for user content if due diligence is followed.

Q3: What change is proposed for individual users?

Ans: Users may face direct takedown and blocking orders for their posts.

Q4: What is the role of the Inter-Departmental Committee?

Ans: It reviews grievances and oversees content regulation decisions.

Q5: Why are the amendments controversial?

Ans: They raise concerns about censorship and expansion of government control over online speech.

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