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Implementing the RBI's 2026 Model Risk Guidance: Frameworks, Validation, Frontier AI, and the India Context
Technical and operational guide to implementing the RBI's 2026 Model Risk Management draft. NIST AI RMF and ISO/IEC 42001 as anchors, the SR 11-7 lineage, validation toolkit and its limits on foundation models, frontier AI risks, IndiaAI Mission, and a ten-point implementation checklist.
The Legal Architecture Around the RBI's 2026 Model Risk Draft: DPDPA, CPA, Competition Act, and the IMAI Question
How the RBI's 2026 Model Risk Management draft interacts with the Digital Personal Data Protection Act, the Consumer Protection Act, the Competition Act, and the Supreme Court's IMAI judgment on guidance enforceability. Five regulatory-interaction clauses the final Guidance should add.
Twenty-four Asks of the RBI: A Detailed Comment on the 2026 Model Risk Management Draft
A clause-by-clause comment record on the RBI's 2026 draft Guidance on Model Risk Management. Proportionality, definitions, the black-box validation problem at paragraph 46, kill-switch operationalisation, DPDPA interaction, and a phased 18, 24, 36 month rollout. Twenty-four asks in one place.
One Rulebook for the G-Sec Market: Decoding the RBI's 2026 Draft Master Direction on Secondary Market Transactions in Government Securities
The Reserve Bank's draft Master Direction collapses 36 legacy circulars into one rulebook for secondary market trading in Government securities. T+1 settlement as default, calibrated When Issued limits, short sale codified for all eligible entities, and a defined FEMA pathway for non-residents.
From Credit Models to Frontier AI: Inside the RBI's 2026 Draft Guidance on Model Risk Management
The RBI's draft Guidance on Model Risk Management, 2026 puts every model used by India's banks, NBFCs and FIs, statistical, algorithmic and AI alike, under a single Board-owned framework, and writes the regulator's first detailed AI rulebook. A clause-by-clause analysis.
The PSL Questions Banks Get Wrong: What the RBI's Own FAQ Reveals About Classification Traps
The Reserve Bank of India publishes forty-one FAQs on Priority Sector Lending, updated through January 2026. They are the single most revealing document about where banks make mistakes in PSL classification — because every FAQ exists because someone got it wrong. A bank classified a gold loan incorr
What the RBI's KYC FAQ Actually Says — A Practitioner's Guide With Full Citations
On June 9, 2025, the Reserve Bank of India updated its FAQs on the Master Direction on KYC — thirty-seven questions that answer the issues banks and their customers fight about most often. Can a bank refuse to open your account? Is Aadhaar mandatory? What counts as proof of identity? When can a bank
The 52 Questions Every NBFC Compliance Officer Should Know — From the RBI's Own FAQ
The Reserve Bank of India maintains a public FAQ titled "All you wanted to know about NBFCs" — fifty-two questions and answers that cover everything from what an NBFC is to what happens when one steals your money. Updated through February 2026, it is the RBI's most direct communication to the public
99 Questions the RBI Answered About Bank Licensing — and What They Reveal About Who Gets to Run a Bank
In February 2013, the Reserve Bank of India released the Guidelines for Licensing of New Banks in the Private Sector (PR28191). Within weeks, the queries started arriving — from industrial groups, NBFCs, private equity firms, and individuals, all trying to decode what the central bank actually wante
Credit Derivatives in India: Why the RBI Restricted CDS and How It's Reopening
On September 15, 2008, Lehman Brothers filed for bankruptcy. On September 16, the United States government seized control of American International Group — AIG — to prevent its collapse. AIG had not made bad mortgage loans. AIG had sold credit default swaps — insurance contracts promising to pay if
How Banks Classify Their Bond Holdings: HTM, AFS, and Why It Affects Your Bank's Profits
On March 10, 2023, Silicon Valley Bank — the sixteenth largest bank in the United States — collapsed in 48 hours. The proximate cause was a bank run, but the underlying cause was something far more technical: SVB had classified $91 billion of bonds as Held to Maturity. As interest rates rose through
Commercial Paper and Certificates of Deposit: The Short-Term Debt Market
In September 2018, Infrastructure Leasing & Financial Services — IL&FS — failed to repay a Rs 1,000 crore commercial paper obligation. The company had been rolling over short-term paper for years, using new CP issuances to repay maturing ones, funding long-term infrastructure projects with 90-day mo
How the Money Market Actually Works: Call Money, Repos, and the Overnight Rate
At 5:15 PM on any working day, a treasury manager at a mid-sized Indian bank stares at a number that will determine whether her bank faces a penalty or a profit: the closing cash balance at the RBI. If it falls short of the Cash Reserve Ratio, the bank must borrow overnight from the interbank market
The Internal Ombudsman: Why Every Large Bank Must Have Its Own Grievance Judge
Before 2018, here is what happened when a bank rejected your complaint. You complained to the bank's customer service department. The same department — or a colleague sitting two desks away — reviewed the rejection and upheld it. You then had two options: escalate to the RBI Ombudsman, or give up. M
The Reporting Machine: What Banks Must File With the RBI Every Day, Month, and Quarter
Every scheduled commercial bank in India generates data. Deposit balances change by the second. Loan classifications shift as repayments arrive or fail to. Foreign exchange positions fluctuate with each trade. Priority sector disbursements accumulate through the quarter. Large credit exposures trigg
How Indians Invest Abroad: The Overseas Investment Framework Beyond LRS
On August 22, 2022, the Government of India notified two documents that rewrote the rules for Indian money going overseas. Foreign Exchange Management (Overseas Investment) Rules, 2022 replaced the 18-year-old FEMA 120/2004, and Foreign Exchange Management (Overseas Investment) Regulations, 2022 (FE
What the RBI Does When Disaster Strikes: Relief Measures for Banks and Borrowers
When the 2018 Kerala floods submerged fourteen districts and killed 483 people, the immediate human catastrophe was followed by a slower economic one. Farmers who had taken crop loans against standing paddy watched their collateral wash away. Micro-enterprise owners who had financed equipment on ter
How Foreign Companies Set Up in India: Branch Office, Liaison Office, and Project Office
In 2015, a Japanese construction firm won a Rs 2,400 crore contract to build a section of the Delhi-Mumbai Industrial Corridor. The firm needed a physical presence in India — an office to manage the project, hire local staff, procure materials, and operate bank accounts. It could not simply open an
Money Changers and the MTSS: How Cash Actually Crosses India's Borders
At 2 AM on a Tuesday in 2019, a migrant worker from Bihar landed at Mumbai's international airport after eighteen months in Qatar. In his pocket was a slip of paper with a transaction number — his cousin in Patna had already collected Rs 47,000 through a Western Union agent in a mobile phone shop ne
When the Government Forgives Farm Loans: Agricultural Debt Waivers and What They Cost
On February 29, 2008, Finance Minister P. Chidambaram stood in Parliament and announced that the government would write off Rs 60,000 crore in farm loans. By the time the scheme was fully implemented, the bill had risen to Rs 72,000 crore — the largest single fiscal intervention in agricultural cred
Credit for Scheduled Castes, Tribes, and Minorities: The Social Justice Mandate in Banking
In 1978, a farmer in Dharwad district walked into a public sector bank and applied for a loan of Rs 5,000 to buy a pair of bullocks. The branch manager asked for collateral. The farmer, a Dalit, owned no land — his family had been landless for generations. The loan was rejected. Three villages away,