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Your AI Model Is Biased. Your Real Data Is Hiding It. Synthetic Databases Can Find It First.

 Towards AI

Image designed using LLM The model passed every accuracy benchmark we had. Precision was 87%. Recall was 84%. The confusion matrix looked balanced. We shipped it to production for a loan eligibility s...

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Microsoft Agent 365 is Finally Here: The “Manager” Your AI Army Was Missing

 Towards AI

AI agents aren’t coming — they’re already in your environment. They show up in places you expect (like Microsoft Copilot, Microsoft Teams, and Microsoft 365) and even more places as technology evolves...

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When Accuracy Lies: Rethinking Metrics in Imbalanced Multiclass Models

 Towards AI

Accuracy doesn’t lie — but it doesn’t tell the whole truth either. 1\. Introduction In the world of AI, building Machine Learning (ML) models has become surprisingly easy, sprinkle in a bit of creati...

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OpenClaw: Architecture, Community, and Frontier AI in Autonomous Systems
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