Data Input BIAS indicated in the AI Guidelines report?

The November 5 guidelines issued by Meity on AI, is a guideline meant to unlock AI’s benefits for growth, inclusion, and competitiveness, while safeguarding against risks to individuals and society.

The PIB press note indicates that “These are envisioned as a foundational reference for policymakers, researchers, and industry to foster greater national and international cooperation for safe, responsible, and inclusive AI adoption”.

In other words, this document is not a standard or requirement. It is a background document for further action.

Part 4 of the guidelines indicate “Practical Guidelines for the Industry” . It states that any person developing or deploying AI systems in India should be guided by the following.

  1. Comply with all Indian laws and regulations, including but not limited to laws relating to information technology, data protection, copyright, consumer protection, offences against women, children, and other vulnerable groups that may apply to AI systems
  2. Demonstrate compliance with applicable laws and regulations when called upon to do so by relevant agencies or sectoral regulators.
  3. Adopt voluntary measures (principles, codes, and standards), including with respect to privacy and security; fairness, inclusivity; non-discrimination; transparency; and other technical and organisational measures.
  4. Create a grievance redressal mechanism to enable reporting of AI-related harms and ensure resolution of such issues within a reasonable timeframe.
  5. Publish transparency reports that evaluate the risk of harm to individuals and society in the Indian context. If they contain any sensitive or proprietary information, the reports should be shared confidentially with relevant regulators
  6. Explore the use of techno-legal solutions to mitigate the risks of AI, including privacy-enhancing technologies, machine unlearning capabilities, algorithmic auditing systems, and automated bias detection mechanisms.

It is heartening to note that FDPPI’s framework for compliance of DPDPA in the AI environment already incorporates all these suggestions.

I wish the drafting committee had read the book “Taming the twin challenges of DPDPA and AI with DGPSI-AI” .This book is now available in E Book  form from Amazon. It was released in pre-print version during the IDPS 2025 at Bengaluru on September 17.  I am not sure that the committee members were unaware of this  framework but chose to deliberately suppress the information from the report. I urge the members to atleast read the framework now and compare the 6 principles with 9 Implementation  specifications for the deployers and 13 implementation specifications for the developers.

It is possible that the research of the committee was inadequate and they neither follow www.naavi.org nor the linked in. Had they done so, they would have known the recommendations contained in this book and could have atleast made a reference to the document in the report.

It is also possible that the last meeting of the committee was well before September 17 and hence the members of the committee were unaware of the book at that point of time.

It may also be true that the Committee did not want to share any credit and wanted to show case the report as a original recommendation.

It is therefore apt  to say that “Data input Bias” was indicative in the development of the  report itself.

However, we forget the bias and try to correct it through a series of articles highlighting how DGPSI-AI compares with the 7 Sutras and recommendations related to Policy and Regulations, Risk Mitigation, the suggested action plans particularly for the industry.

Watch this space for more….

Naavi

 

 

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AI Governance Guidelines from GOI

On November 5, a report containing AI Governance guidelines were released by MeitY with the declared objective of developing  a foundational reference for policymakers, researchers, and industry to foster greater national and international cooperation for safe, responsible, and inclusive AI adoption.

The guidelines have been drafted by a high-level committee under the chairmanship of Prof. Balaraman Ravindran, IIT Madras, comprising policy experts including Shri Abhishek Singh, Additional Secretary, MeitY; Ms. Debjani Ghosh, Distinguished Fellow, NITI Aayog; Dr. Kalika Bali, Senior Principal Researcher, Microsoft Research India; Mr. Rahul Matthan, Partner, Trilegal; Mr. Amlan Mohanty, Non-Resident Fellow, NITI Aayog; Mr. Sharad Sharma, Co-founder, iSPIRT Foundation; Ms. Kavita Bhatia, Scientist ‘G’ & GC, MeitY & COO IndiaAI Mission; Mr. Abhishek Aggarwal, Scientist D, MeitY & Mr. Avinash Agarwal, DDG (IR), DoT, Ms. Shreeppriya Gopalakrishnan, DGM, IndiaAI.

The Guideline will be analysed by the FDPPI’s AI Chair and its comments will be provided here.

In September this year, FDPPI released DGPSI-AI as a framework for DPDPA Compliance which covered the recommended industry approach to DPDPA Compliance where AI is used by a Data Fiduciary.  This framework which is an extension of the DGPSI framework also covers the requirements of  AI Developers and  Agentic AI  users.

It would be interesting to look at this framework in the light of the guidelines now released.

Watch out for more articles on the guidelines….

Copy of the report can be accessed here:

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FDPPI to set up an SIG to follow up on DPDPA Rules

When the DPDPA Rules are notified, it is expected that different industry segments will have different concerns. Some of these concerns will be in interpretations of the  Rules. Some may indicate conflicts with sectoral regulations and some may even require representations to be made to DPB or MeitY for clarification or modification.

In order to assist the ecosystem, FDPPI is setting up a Special Interest Group of industry experts selected from FDPPI’s trained  and certified DPOs who will continuously monitor the developments and  share their views on a periodical basis in the form of advisories to the industry or otherwise. Where necessary, they will also be in touch with the MeitY and DPB to seek clarifications.

We are presently in the process of  setting up the SIG.

Naavi

 

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Albania creates “AI Babies” of “AI Minister” and brings them into the Parliament

“The AI can be good, bad, ugly and Bizarre” says the anchor. What  more you can say for the Albanian  Prime Minister who first created an “AI Minister” named Diella and now is creating 83 babies who are AI Assistants, one for each of the party members in the country’s parliament.  Soon he may replace all his ministers with AI agents and perhaps create a Digital Twin of himself and anoint him as Deputy PM to take over after his death.

The decision is stranger since Diella is herself a “Virtual Chat Bot” and not even a Humanoid robot. Some time later the PM Edi Rama may here of “Parakaya Pravesha” and create a Humanoid Robot in which Diella’s program can be imported. Then she will have a body also.

If we also consider that Saudi Arabia did not hesitate to grant Citizenship to Sophia which also may be emulated by Edi Rama to cross the legal barrier which we understands requires Parliament members in Albania to be  citizens.

The Private Sector is not far behind in this craze and the Columbian MNC named Dictador which has appointed an autonomous AI agent MIKA

Some may dismiss this as jokes to be ignored but to me it is indicative of a malaise that will kill the world as we know today. Of Course, our culture teaches us to think that this was part of the destiny and the next Kalki may actually be an AI agent and an autonomous ruler of the world.

It is simultaneously noticed that Quantum physicists have already identified a pattern development  in the Chaotic quantum chip state which is indicative of development of early signs of general intelligence in the AI.

Once these thoughts combine together and Mr Edi Rama decides to transform himself into a Cyborg by placing a chip inside his brain to link to an AI Agent, we will have the first Global AI leader who can take over the world.

The best we can do is to pray that this should not happen too quickly for all of us to absorb.

Naavi

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LexiGuard an AI Assistant to help you with queries on Data Protection

A passionate tech innovator from Bengaluru has just published a smart and powerful AI-driven tool called “LexiGuard”  to be your valuable assistant for Governance, Risk and Compliance.

The tool developed by Sri Vinod Sreedharan  functions as an expert GRC Co-pilot specialized in instantly analyzing complex regulatory scenarios and providing structured, actionable, and multi-jurisdictional guidance.

It’s  core knowledge base prioritizes critical global and Indian regulations, including the DPDPA 2023, GDPR and the DGPSI Framework with a  mandate is to deliver intelligence that enables organizations to efficiently manage legal obligations and operational risks.

LexiGuard is designed to streamline your GRC workflow by translating complex legal text into business and technical action, offering the following key benefits.

Converting intricate legal provisions into credible interpretations for use in business,  is a challenge which LexiGuard has boldly taken on. I would like visitors to checkout and test the tool and let me know the feedback.

Remember this is an AI tool meant for your personal knowledge. It is not to be used to provide any advise to others. If required, contact Mr Vinod Sreedharan for copyright clearance.

The link to access the tool is here

Naavi

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Tracking the Rules on DPDPA

While we are awaiting the release of DPDPA Rules, Ministry is busy in releasing rules under PROGA 2025, Amendment to Intermediary Guidelines for Synthetic Content and the Telecom Regulations Act 2023.  All these three have impact on DPDPA and will have multiple authorities to which Chairman and Members are to be appointed.

We can obviously guess that the matrix of who will be the Chairman of DPB, Who will be the Chairman of Online Gaming Authority, Who will head the Grievance Appellate Committee under Intermediary Guidelines is too complicated for the MeitY to finalize within the 10 days time Mr Ashwini Vaishnaw had set ending September 28, 2025.

Public comments are open on the PROGA rules till 31st October, Intermediary Guidelines  upto November 6 . The telecom rules have  already been finalized on 22nd October 2025.

Understanding the interplay of all these rules against the proposed final rules under DPDPA is a nightmare for DPOs.

As a prelude to the C.DPO.DA. Certification program which FDPPI is conducting in Mumbai on Nov 1 and 2, a preliminary discussion on these rules is being organized as a Linkedin-live session on 27th October 2025 at 7.00 pm.

You may obtain the joining  link here:

Please register and contribute to the knowledge base. We shall take a more detailed discussion on the DPO responsibilities in the certification program on Nov 1 and 2. In view of these new developments, we will continue to receive registrations for the program for a few more days. (Registration Link)

Consolidated  Intermediary Guidelines after the proposed amendments (Comments open till Nov 6, 2025)

PROGA Rules for Comments (Comments open till October 31, 2025)

Telecom Act Rules  (amendments) (Effective from October 22,2025)

Updated Telecom Rules of 2024 with markings of amendments in blue

 

Naavi

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