Knowledge & Compliance Hub
AI Learning & Executive Playbooks
Structured learning modules crafted for developers, corporate lawyers, and enterprise executives navigating sovereign AI policy and compliance.
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Intermediate12 min read
Navigating the DPDP Act 2023 for AI Engineers & Data Scientists
A practical developer guide to legal training data collection, user consent management, and the right to erasure in generative AI systems under Indian law.
Curriculum Modules:
Module 1: The Definition of Digital Personal Data in Training Sets
How synthetic data differs from scraped data under Indian jurisprudence.
Module 2: Building Compliant Consent Mechanisms
Implementing verifiable itemized consent architecture in web apps.
Module 3: Model Unlearning & Deletion Protocols
Strategies for data subject requests when data has already been trained into neural weights.
Executive15 min read
The EU AI Act Compliance Playbook: From Prohibited AI to High-Risk Systems
Comprehensive compliance roadmap for tech founders and legal teams shipping AI products to European Union markets.
Curriculum Modules:
Module 1: Classifying Your AI System's Risk Tier
Understanding the four risk classifications under Regulation (EU) 2024/1689.
Module 2: CE Marking & Pre-Market Conformity Assessment
Step-by-step audit checklist for High-Risk artificial intelligence.
Module 3: GPAI Systemic Risk Obligations
Managing compute threshold disclosures (>10^25 FLOPs) and red-team audits.
Beginner10 min read
AI Copyright & Fair Use: What Every Tech Founder Needs to Know
Breaking down the landmark lawsuits (NYT v OpenAI, Getty v Stability) and how courts view training on public internet content.
Curriculum Modules:
Module 1: The Four Fair Use Factors in US Law
Transformative use vs commercial market usurpation.
Module 2: The Indian Copyright Act & Text/Data Mining
Why India lacks a broad statutory TDM exemption like Japan and the EU.
Module 3: Best Practices for Dataset Provenance
Maintaining transparent audit logs and opt-out crawler compliance.