RegDEEP™ - Regulatory Decoding & Exam-Oriented Knowledge Infrastructure (Global + India)

RegDEEP™ (Regulatory Decoding & Explanation for Exam Purpose) - Is a Regulatory Decoding & Exam-Oriented Knowledge Infrastructure (Global + India), with structured regulatory decoding datasets and examiner-aligned knowledge mappings supporting BFSI exam preparation, circular interpretation, and regulatory reasoning development.

🔶 Overview

RegDEEP™ (Regulatory Decoding & Explanation for Exam Purpose) is an examiner-aligned regulatory reasoning framework developed by GurukulAI Thought Lab. This repository serves as the structured dataset layer of the RegDEEP™ ecosystem.

It contains:

✅ Regulatory mapping tables

✅ Comparative framework matrices

✅ Exam-aligned decoding structures

✅ Circular interpretation datasets

✅ Concept differentiation maps

✅ Assessment architecture blueprints

✅ Regulatory intent classification models

🟣 NOTE: This repository is designed as utility-first regulatory infrastructure, not as a coaching substitute or question bank.

🔶 Purpose of This Repository

This repository exists to:

🎯 Structure complex regulatory material into machine-readable and human-readable frameworks

🎯 Support examiner-aligned assessment design

🎯 Maintain structured datasets used across RegDEEP™ learning pages

🎯 Enable expansion into micro-learning and corporate capability frameworks

🎯 Maintain version-controlled regulatory mappings

Design Principles:

👉🏻 Framework-oriented

👉🏻 Exam-aligned

👉🏻 Version-controlled

🔶 What This Repository Is

✅ A structured regulatory mapping system

✅ A dataset backbone for RegDEEP™ learning architecture

✅ A reference layer supporting NISM Series 2026

✅ A circular decoding structure library

✅ A regulatory intent classification model

✅ Expandable for micro-learning and corporate content

🔶 What This Repository Is Not

❌ Not a syllabus

❌ Not a mock test bank

❌ Not a reinterpretation of regulatory law

❌ Not official documentation or claim of affiliation or association with any regulators

❌ Not a shortcut preparation tool

🟣 All legally binding authority remains with respective regulators.

🔶 Primary Active Layers

🔹 Layer 1: RegDEEP™ NISM Series 2026

The NISM Series 2026 segment represents the most structured and fully deployed implementation of RegDEEP™.

It applies the framework to:

✅ Official NISM curriculum

✅ Test objectives

✅ Regulatory provisions

✅ Investment restrictions

✅ Taxation logic

✅ Governance norms

✅ Circular-based interpretation

Datasets under this segment support:

1️⃣ RegDEEPMCQ™

2️⃣ AssessmentIntent™ (R-AI™)

3️⃣ RankSeparator™ Mastery Assessments (R-MAT™)

4️⃣ QuantIntent™ Numerical & Calculation (R-QI™)

5️⃣ Circular decoding content

🟣 This section remains prominently structured as the currently active deployment layer.

🔹 Layer 2: RegDEEP™ Circular Decoding Layer (Active Layer 2 - Open Access Knowledge Layer)

The Circular Decoding Layer represents the structured regulatory interpretation engine within the RegDEEP™ ecosystem. This layer focuses on decoding official regulatory circulars and policy documents issued by Indian and global regulators into exam-aligned, industry-relevant structured notes.

It operates as a free public-access layer, designed to improve regulatory clarity, professional awareness, and exam readiness without functioning as a paid assessment product.

Scope of This Layer

This layer applies the RegDEEP™ framework to:

✅ Regulatory circulars and updates

✅ Policy notifications

✅ Master circulars

✅ Regulatory amendments

✅ Compliance advisories

✅ Implementation directives

Across regulators including (but not limited to): SEBI, RBI, IRDAI, III, PFRDA, FINRA, SEC, CII (UK), CISI, including other Global Regulators.

Structured Outputs Within This Layer

Each decoded circular may include:

🎯 Exam-specific micro learning notes

🎯 Concept differentiation maps

🎯 Regulatory intent breakdown

🎯 Industry applicability notes

🎯 SOP-aligned implementation summaries

🎯 Compliance flowcharts

🎯 Priority signal extraction

🎯 Version-based change comparison

🎯 Downloadable structured PDF reference (where applicable)

🟣 The goal is structured clarity, not reinterpretation.

Application Areas

This layer supports:

👉🏻 NISM, CAIIB, JAIIB, III, IRDAI, FINRA, CII exam preparation

👉🏻 BFSI compliance professionals

👉🏻 Risk & governance teams

👉🏻 BPO / KPO / GCC domain teams

👉🏻 Instructional designers

👉🏻 Corporate regulatory capability development

🟣 It bridges exam cognition and operational implementation.

How This Layer Differs from the Layer 1 NISM Series 2026 Layer

Unlike the NISM Series 2026 segment, which is assessment-architecture-driven, this layer is:

✅ Interpretation-driven

✅ Policy-focused

✅ Circular-centric

✅ Industry-applicable

✅ Open-access

It does not provide:

❌ Paid mock test content

❌ Full assessment simulations

❌ RankSeparator™ exam modules

Instead, it functions as a regulatory clarity layer feeding both:

1️⃣ Exam preparation

2️⃣ Industry understanding

Framework Integration in Layer 2

Circular decoding under this layer may apply:

✅ RegDEEP™ core reasoning lens

✅ Policy IntentSignal™ extraction

✅ Concept Recognition mapping

✅ Concept Differentiation classification

✅ Application & Judgment scenarios

This ensures consistency of reasoning across:

🟣 Free decoding content

🟣 Commercial assessment layers

🟣 Corporate adaptation models

Output Format Philosophy Layer 2

All decoded circulars follow:

✅ Source-bound structure

✅ No alteration of legal meaning

✅ Clear differentiation between summary and interpretation

✅ Explicit disclaimer of legal authority

✅ Version tracking

Where flowcharts or SOP diagrams are included, they are:

✅ Illustrative

✅ Educational

✅ Non-binding

✅ Implementation-supportive

❌ Does not constitute financial, legal, investment, insurance or professional advice.

Limitation & Advisory Notice (Layer 2 - Circular Decoding)

The content provided within this Circular Decoding Layer is intended solely for educational, academic, and professional learning purposes. It represents structured, exam-aligned interpretation of publicly available regulatory circulars and policy documents. It does not constitute financial, legal, investment, insurance, compliance, or professional advisory services. Nothing contained in this layer should be relied upon as a substitute for official regulatory publications, statutory interpretation, or professional advice. Readers and professionals are advised to consult the original circulars, notifications, master directions, and official publications issued by the respective regulatory authorities for authoritative guidance, compliance decisions, and operational implementation. All regulatory authority remains exclusively with the issuing body.

Position Within RegDEEP™ Ecosystem

🟧 RegDEEP™ NISM Series 2026 → Assessment-driven, commercially deployed layer

🟧 RegDEEP™ Circular Decoding Layer → Open-access regulatory clarity and micro-learning layer

🟣 Both operate under the same reasoning architecture, but serve different purposes.

Intended Outcome of Layer 2

A reader using this layer should be able to:

🎯 Understand the regulatory intent behind the circular

🎯 Identify exam-relevant implications

🎯 Recognize operational impact

🎯 Translate regulatory language into structured understanding

🎯 Avoid misinterpretation under exam or compliance pressure

Governance Layer 2

✅ Circulars are decoded based on publicly available regulator publications

✅ Updates are version-tracked

✅ Regulatory authority remains with issuing body

✅ Educational interpretation does not replace official compliance guidance

Long-Term Role of Layer 2

This layer serves as:

✅ The regulatory interpretation engine

✅ A micro-learning content feeder

✅ A compliance awareness bridge

✅ A foundation for future structured data packs

✅ A contributor to corporate capability development

🟣 It remains open-access while aligned to the RegDEEP™ reasoning philosophy.

Public Access Links for Layer 2

RegDEEP™ Root Page: https://www.gurukulonroad.com/p/regulatory-circulars-decoded.html

RegDEEP™ Digital Library of Free-of-cost Public Good Assets: [https://learn.gurukulonroad.com/products]

🔶 Dataset Philosophy RegDEEP™ Ecosystem

All datasets follow:

👉🏻 Source-bound interpretation

👉🏻 Regulatory integrity

👉🏻 No alteration of legal meaning

👉🏻 Examiner-aligned classification

👉🏻 Intent mapping

👉🏻 Version tracking

Each dataset should include:

✅ Source reference

✅ Version date

✅ Scope

✅ Applicable exams

✅ Applicability tags

✅ Intended Audience

🔶 This repository supports

✅ NISM Exam Aspirant candidates

✅ CAIIB / JAIIB learners & Exam Aspirants

✅ III / IRDAI aspirants

✅ FINRA / CII / CISI learners & Aspirants

✅ Compliance professionals

✅ Risk officers

✅ BPO / KPO / GCC leaders

✅ Instructional designers

✅ Corporate capability teams

✅ Assessment architects

✅ LMS Developers & Training Service Providers

🔶 Governance & Update Policy

Updates occur when regulatory change materially impacts exam or compliance interpretation

👉🏻 Version history maintained in CHANGELOG.md

👉🏻 Updates prioritise exam relevance and structural clarity

👉🏻 Circular decoding entries are organized chronologically and regulator-wise

🔶 Commercial & Public Access Boundary Clarification

This repository serves as the structured regulatory framework backbone of the RegDEEP™ ecosystem. It contains datasets and architectural components that support multiple deployment layers operating under GurukulOnRoad.

1️⃣ Commercial Deployment Layer (Layer 1 - Assessment & Structured Products)

Certain structured learning products are developed using the RegDEEP™ framework and related architectures, including:

✅ RegDEEP™ NISM Series 2026

✅ RegDEEPMCQ™ assessment architecture

✅ RegDEEP™ RankSeparator™

✅ RegDEEP™ QuantIntent™

These commercial learning products, including:

👉🏻 Mock test systems,

👉🏻 Structured assessment modules,

👉🏻 Paid exam-prep guides,

👉🏻 Books / eBooks, and

👉🏻 Advanced mastery simulations,

are distributed exclusively through the official commercial portal:

Commercial Entry Point: https://learn.gurukulonroad.com/s/store

🟣 This GitHub repository does not host, distribute, or replicate commercial assessment content.

2️⃣ Public Good Open-Access Layer (Layer 2 - Circular Decoding & Digital Assets)

Certain structured regulatory interpretations and micro-learning resources are released as open-access educational material under the RegDEEP™ Circular Decoding Layer.

This includes:

✅ RegDEEP™ Policy IntentSignal™ (advanced structured policy analysis applications)

✅ Regulatory circular breakdowns

✅ Exam-specific micro-learning notes

✅ Industry-oriented summaries

✅ Implementation flowcharts

✅ Structured interpretation PDFs

✅ Public regulatory awareness resources

These free digital assets are available via the official public-access library:

Public Good Free Digital Asset Library: https://learn.gurukulonroad.com/products

🟣 This layer supports regulatory awareness and structured understanding but does not include paid assessment systems.

🔶 Repository Position Within the RegDEEP™ Ecosystem

This repository:

✅ Functions as the structural backbone and dataset layer

✅ Supports both commercial and public-good deployments

❌ Does not serve as a delivery channel for paid products

❌ Does not replicate proprietary assessment engines

❌ Does not replace official regulatory publications

🟣 It exists to maintain version-controlled regulatory mappings and framework consistency across deployment layers.

🔶 Governance & Intellectual Property Boundary

All structured datasets within this repository:

✅ Remain part of the RegDEEP™ intellectual architecture

✅ May support commercial learning products

✅ May support public-good digital releases

❌ Do not grant rights to reproduce commercial assessment products

❌ Do not authorize derivative mock test replication

🟣 Commercial learning systems and advanced structured assessments are distributed exclusively via official GurukulOnRoad platforms.

This clarification ensures transparent separation between:

1️⃣ Layer 1 - Commercial structured assessment deployment,

2️⃣ Layer 2 - Public good regulatory decoding & digital asset layer, and

3️⃣ Framework Backbone - This GitHub repository.

🔶 Disclaimer

All regulatory references remain the property of their respective authorities (SEBI, RBI, IRDAI, FINRA, SEC, CII, CISI, etc.). This repository provides structured educational interpretation for learning, assessment design, and capability development. It does not constitute legal, financial, or regulatory advice.

🔶 Future Expansion

The repository is designed to support future expansion into:

✅ Micro-learning systems

✅ Role-based regulatory decks

✅ Corporate compliance mapping

✅ Process-level regulatory alignment

✅ Structured data packs

✅ Machine-readable regulatory graphs

🟣 The structure is modular to ensure long-term regulatory knowledge infrastructure continuity.

🔶 Maintainer

GurukulAI Thought Lab (Research Division - GurukulOnRoad)

🔶 Version

Repository Version: v1.0.0

🔶 License Notice

Content in this repository is provided for structured educational reference. Commercial reuse, redistribution, or derivative assessment replication requires prior written permission. Please review the LICENSE file for full terms.

🔶 How to Cite RegDEEP™

Citation:

RegDEEP™ (Regulatory Decoding & Explanation for Exam Purpose) is developed, conceptualised, and maintained by GurukulAI Thought Lab, a Research Division of GurukulOnRoad.

When referencing this framework, please cite as: RegDEEP™ (Regulatory Decoding & Explanation for Exam Purpose). GurukulAI Thought Lab. GurukulOnRoad. RegDEEP™ is a proprietary regulatory reasoning framework designed for examiner-aligned interpretation and structured regulatory learning.