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Insights from a Computational Governance Specialist  –  Your go-to source
for cutting-edge AI and Tech Governance content.

Fueling the Future of
Tech-Governance - Through Networking

Behind every groundbreaking idea is someone who is building a community that believes in the vision, 
supports and contributes to the effort.   Let’s shape the next era of computational governance—together.

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AI & Tech Policy Advisory & Strategy

Governance Strategy & Compliance Consultation.   Tech innovators often overlook governance — until it's too late and that is not good for business.  I help you stay ahead.

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Public-Facing AI Literacy & Thought Leadership

Public speaking (conferences, panels, media commentary),  Custom workshops & Downloadable resource packs (e.g., AI + Law Explained,&nsbp; Digital Rights in Africa).

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Digital Infrastructure & Governance Audits

Reviewing tech stacks and AI systems for governance vulnerabilities.   Offering frameworks for data sovereignty, transparency, and algorithmic accountability.

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Latest blogs

As AI accelerates into every corner of our lives, who ensures it serves humanity —
not just power or profit? Welcome to the frontier of AI Governance, where ethics meets code, and
decisions shape the future."

GENERAL

AI in Africa:  Between Dependency and Opportunity

03 July 2025

The rapid advancement of AI has sparked a wave of optimism in policy,  development, and technology circles about its potential to transform Africa’s socioeconomic landscape. Most hold this development as a significant opportunity to enhance Africa’s socioeconomic effectiveness. We investigate this enthusiastic view and measure it against the continent’s historical dependencies & structural limitations.

by Lungile Renene

SPECIFIC

The AI "Arming" Race Narrative & it's meaning for the world

30 May 2016

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23 Comments

The prevailing discourse surrounding artificial intelligence (AI) development is dominated by an "AI-race,"  primarily framed as a geopolitical contest between the United States and China for economic purposes and strategic leadership, yet one can sense under-tones of advancement of military AI, leading to potential integration into nuclear systems.

by Lungile Renene

LEGAL

DE-COP membership inference attack Method & it's uses

11 April 2025

DE-COP (Decision-based Confidence Optimization) membership inference attack is a testing method to investigate whether a large language models (LLM) was trained or not on specific content.  The attacker queries model and finds its results/outcome by checking and observing the model's confidence (prediction probabilities).  Is this method a game-changer for copyright issues?

by Lungile Renene