Odutola Akinyemi @akeous

Joined November 2010

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Odutola Akinyemi @akeous

7 months ago

The Boardroom Litmus Test: If your AI made a life-altering decision for an employee today, could you explain "WHY" to them? If not, you have a bridge of unexplainability leading to liability. #AIGovernance af.net/blog/akinyemi-…

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Odutola Akinyemi @akeous

7 months ago

The most expensive mistake is building AI because it’s a trend. Strategic governance asks the hard question: "Is AI actually necessary for this?" Anticipating risk in a conference room is 100x cheaper than reacting in a courtroom. #AIGovernance. af.net/blog/akinyemi-…

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Odutola Akinyemi @akeous

7 months ago

GenAI is a different beast.Classical AI predicts; GenAI creates. This introduces new threats: - Disinformation (Hallucinations) - IP Risk (Ownership ambiguity) Governance for GenAI requires "Enhanced Traceability," not just accuracy checks.#AIGovernance. af.net/blog/akinyemi-…

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Odutola Akinyemi @akeous

7 months ago

The "Goldilocks Rule" of Risk.Stop using rigid, one-size-fits-all models. Use the Proportionality Principle: High impact on people? Max oversight. Recommending a product? Minimal friction. Agility comes from knowing where to focus. #AIGovernance af.net/blog/akinyemi-…

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Odutola Akinyemi @akeous

7 months ago

Code Review is Dead.Traditional software uses fixed logic. AI generalizes based on data. If the data changes, the model "degrades." You can't audit a black box with a standard code review; you need continuous statistical monitoring. #AIGovernance. af.net/blog/akinyemi-…

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Odutola Akinyemi @akeous

7 months ago

Governance isn’t a bureaucratic exercise—it’s a strategic foundation for risk-adjusted returns. 📈 If you treat AI like "fancy software," you're building on sand. Here’s why #AIGovernance af.net/blog/akinyemi-…

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Odutola Akinyemi @akeous

8 months ago

Models are reverse-engineering machines. Model Inversion Attacks force a neural network to reconstruct its training data. That proprietary facial recognition model? Adversaries can trick it into regenerating the actual faces and SSNs it was trained to protect. #modelsecurity

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Odutola Akinyemi @akeous

8 months ago

The "Efficiency Trap" of Transfer Learning. We download open-source models to save time. But what if the model has a dormant "Trojan"? This is a massive supply chain risk for global AI governance, especially for regions relying heavily on pre-trained foundation models.

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Odutola Akinyemi @akeous

8 months ago

The infrastructure is the frontline. Attackers don't need to break your crypto if they can poison standard dependencies like scikit-learn or hijack unauthenticated vector databases and MLOps orchestration tools. Machine learning is now critical infrastructure. #modelsecurity

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Odutola Akinyemi @akeous

8 months ago

Output Integrity Attacks. The model is right, but the result is hacked. Imagine an AI correctly diagnosing a patient, but an attacker intercepts the API response to alter the treatment. We need defence in depth for AI. Read more: af.net/blog/akinyemi-… #modelsecurity

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Odutola Akinyemi @akeous

8 months ago

1️⃣ You don't need the dataset to see the data. Membership Inference Attacks exploit an overfitted model's confidence scores. An attacker doesn't hack the database; they just ask the model the right mathematical questions to confirm if a specific person is inside. #modelsecurity

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Odutola Akinyemi @akeous

8 months ago

We spend millions locking down networks with firewalls and zero-trust architectures, only to deploy AI models that leak sensitive data by design. Your database might be secure, but the algorithm is the backdoor. 5 ways your AI is quietly leaking data. af.net/blog/akinyemi-…

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Odutola Akinyemi @akeous

2 years ago

@TomiArayomi Amen

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Victor Adeyemi @VictorAdeyemi

2 years ago

Dear friends, don't try to be like anyone else but yourself this week. Copying others won't bring out the best in you, your authentic self is the best you can be. #victoradeyemi #mondayMotivation #authenticity