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Category: Risk Management

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View The $127M Algorithm: When Smart AI Goes Wrong
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By Adesh Gairola

The $127M Algorithm: When Smart AI Goes Wrong

When AI appears to think but actually pattern-matches toward desired outcomes, you get sophisticated-looking failure. This fictional crisis demonstrates real research about AI limitations and how to build better systems.

View Shadow Coding: what, so what, now what?
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By Adesh Gairola

Shadow Coding: what, so what, now what?

Shadow coding—developers using unauthorized AI tools or code—is creating significant security and compliance risks. Organizations need balanced governance that enables innovation while maintaining security.

View Claude 4 Risk Assessment - For enterprise deployment
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By Adesh Gairola

Claude 4 Risk Assessment - For enterprise deployment

Claude 4 models introduce novel enterprise considerations including high-agency behaviors, self-preservation instincts, and potential consciousness indicators that may require enhanced risk management depending on your deployment context.

View How to use safety benchmarks to assess technical and business risk
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By Adesh Gairola

How to use safety benchmarks to assess technical and business risk

We translate academic benchmarks into actionable risk signals through our proprietary AI governance pipeline, helping organizations implement regulatory-ready controls.