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Cybersecurity Approach – Threats and Controls A cybersecurity approach to AI assurance would focus on identifying and addressing potential security threats that could compromise AI system confidentiality If adapted for AI, this model could include threat modelling, attack surface analysis, and security control Additional focus would be needed on ongoing monitoring and rapid response to emerging threats. With AI-specific threat detection and control mechanisms, this model could serve as a proactive defence

Cybersecurity is a constantly evolving field, with new threats emerging every day. used in the cybersecurity industry as a standard method for evaluating the financial impact of cyber threats 1 in 100 $10,000 $100 $10 90% reduction Ransomware 1 in 500 $50,000 $100 $10 90% reduction Inside Threat 1 in 1,000 $100,000 $100 $20 80% reduction Advanced Persistent Threat 1 in 10,000 $1,000,000 $100 $50 While no security measure can guarantee complete protection against cyber threats, ALE provides a useful

Both threats and opportunities are supported. Now you can prepare your defenses against threats and your attacks on opportunities.

However, others will be proactive to anticipate, plan, and act to respond to new threats and opportunities Two Types of Risk McGilchrist's two hemisphere model also helps to understand how we contend with threats Risk as Threat: A Left-Brain Perspective Threats are typically associated with negative outcomes, potential It excels at identifying patterns, calculating probabilities, and developing strategies to mitigate threats Management Programs However, we also need to contend with emerging and new threats and opportunities.

basic level, the bow-tie diagram (simplified above) is used to visualize a risk path initiated by a threat It must have the capability on its own to completely terminate a threat sequence. Threat : A possible initiating event that can result in a loss of control or containment of a hazard Independent - Barriers should be independent of the threat and of other barriers on that pathway. For example, if the threat was loss of power and a barrier requires power to operate, then that would

answer all our questions, help us cure cancer, solve poverty, climate change, and all other existential threats And there are still others who believe AI is the existential threat that will end us and the world as

The opportunities are still high but so are are the threats. When it comes to the internet threats are not a probability that may or may not happen. Threats are a certainty and continuous. Threats are a certainty and continuous. That is why safeguarding against continuous threats is the priority for those operating on-line. This means establishing and managing barriers of defence, safeguards, and other measures that prevent threats

Safety management system → ISMS, managing the lifecycle of the security system HAZOP / What-If / FMEA → Threat business consequence LOPA → Quantified defense-in-depth with independent layer credit Bow-tie analysis → Threat Security impact of change, integrated with change management PHA revalidation → Periodic re-evaluation of threat but "what does our management system manage, and is the thing being managed adequate to the threats we and technology, that keeps the business and operations within a defined secure envelope, against the threat

This should increase the level of concern as to an organization's ability to operate safety should a threat Threats like those similar to the WanaCry worm could disrupt an organization's ability to: Shutdown

Some will go as far as claiming that AI creates no threat to humans or the world we live in.

However, the unifying thread across all these endeavours is the pervasive presence of uncertainty.

Improvement is characterized by closing of gaps, reduction in variation, and ameliorating threats on