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Metric Deception: When Your Best KPIs Hide Your Worst Failures Towards Data Science

Metric Deception: When Your Best KPIs Hide Your Worst FailuresTowards Data Science The most dangerous KPIs aren’t broken; they’re the ones trusted long after they’ve lost their meaning.
The post Metric Deception: When Your Best KPIs Hide Your Worst Failures appeared first on Towards Data Science.

 The most dangerous KPIs aren’t broken; they’re the ones trusted long after they’ve lost their meaning.
The post Metric Deception: When Your Best KPIs Hide Your Worst Failures appeared first on Towards Data Science. Read More  

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NVIDIA AI Releases Orchestrator-8B: A Reinforcement Learning Trained Controller for Efficient Tool and Model Selection MarkTechPost

NVIDIA AI Releases Orchestrator-8B: A Reinforcement Learning Trained Controller for Efficient Tool and Model Selection MarkTechPost

NVIDIA AI Releases Orchestrator-8B: A Reinforcement Learning Trained Controller for Efficient Tool and Model SelectionMarkTechPost How can an AI system learn to pick the right model or tool for each step of a task instead of always relying on one large model for everything? NVIDIA researchers release ToolOrchestra, a novel method for training a small language model to act as the orchestrator- the ‘brain’ of a heterogeneous tool-use agent From
The post NVIDIA AI Releases Orchestrator-8B: A Reinforcement Learning Trained Controller for Efficient Tool and Model Selection appeared first on MarkTechPost.

 How can an AI system learn to pick the right model or tool for each step of a task instead of always relying on one large model for everything? NVIDIA researchers release ToolOrchestra, a novel method for training a small language model to act as the orchestrator- the ‘brain’ of a heterogeneous tool-use agent From
The post NVIDIA AI Releases Orchestrator-8B: A Reinforcement Learning Trained Controller for Efficient Tool and Model Selection appeared first on MarkTechPost. Read More  

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A Coding Guide to Design an Agentic AI System Using a Control-Plane Architecture for Safe, Modular, and Scalable Tool-Driven Reasoning WorkflowsMarkTechPost

A Coding Guide to Design an Agentic AI System Using a Control-Plane Architecture for Safe, Modular, and Scalable Tool-Driven Reasoning WorkflowsMarkTechPost In this tutorial, we build an advanced Agentic AI using the control-plane design pattern, and we walk through each component step by step as we implement it. We treat the control plane as the central orchestrator that coordinates tools, manages safety rules, and structures the reasoning loop. Also, we set up a miniature retrieval system,
The post A Coding Guide to Design an Agentic AI System Using a Control-Plane Architecture for Safe, Modular, and Scalable Tool-Driven Reasoning Workflows appeared first on MarkTechPost.

 In this tutorial, we build an advanced Agentic AI using the control-plane design pattern, and we walk through each component step by step as we implement it. We treat the control plane as the central orchestrator that coordinates tools, manages safety rules, and structures the reasoning loop. Also, we set up a miniature retrieval system,
The post A Coding Guide to Design an Agentic AI System Using a Control-Plane Architecture for Safe, Modular, and Scalable Tool-Driven Reasoning Workflows appeared first on MarkTechPost. Read More  

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Scientists uncover the brain’s hidden learning blocks Artificial Intelligence News — ScienceDaily

Scientists uncover the brain’s hidden learning blocksArtificial Intelligence News — ScienceDaily Princeton researchers found that the brain excels at learning because it reuses modular “cognitive blocks” across many tasks. Monkeys switching between visual categorization challenges revealed that the prefrontal cortex assembles these blocks like Legos to create new behaviors. This flexibility explains why humans learn quickly while AI models often forget old skills. The insights may help build better AI and new clinical treatments for impaired cognitive adaptability.

 Princeton researchers found that the brain excels at learning because it reuses modular “cognitive blocks” across many tasks. Monkeys switching between visual categorization challenges revealed that the prefrontal cortex assembles these blocks like Legos to create new behaviors. This flexibility explains why humans learn quickly while AI models often forget old skills. The insights may help build better AI and new clinical treatments for impaired cognitive adaptability. Read More  

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Why We’ve Been Optimizing the Wrong Thing in LLMs for Years Towards Data Science

Why We’ve Been Optimizing the Wrong Thing in LLMs for YearsTowards Data Science The simple shift in training that unlocks foresight, faster inference, and better reasoning.
The post Why We’ve Been Optimizing the Wrong Thing in LLMs for Years appeared first on Towards Data Science.

 The simple shift in training that unlocks foresight, faster inference, and better reasoning.
The post Why We’ve Been Optimizing the Wrong Thing in LLMs for Years appeared first on Towards Data Science. Read More  

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The Product Health Score: How I Reduced Critical Incidents by 35% with Unified Monitoring and n8n AutomationTowards Data Science

The Product Health Score: How I Reduced Critical Incidents by 35% with Unified Monitoring and n8n AutomationTowards Data Science How product, growth and engineering teams can converge on a single signal for better incident management
The post The Product Health Score: How I Reduced Critical Incidents by 35% with Unified Monitoring and n8n Automation appeared first on Towards Data Science.

 How product, growth and engineering teams can converge on a single signal for better incident management
The post The Product Health Score: How I Reduced Critical Incidents by 35% with Unified Monitoring and n8n Automation appeared first on Towards Data Science. Read More  

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How background AI builds operational resilience & visible ROI AI News

How background AI builds operational resilience & visible ROIAI News If you asked most enterprise leaders which AI tools are delivering ROI, many would point to front-end chatbots or customer support automation. That’s the wrong door. The most value-generating AI systems today aren’t loud, customer-facing marvels. They’re tucked away in backend operations. They work silently, flagging irregularities in real-time, automating risk reviews, mapping data lineage,
The post How background AI builds operational resilience & visible ROI appeared first on AI News.

 If you asked most enterprise leaders which AI tools are delivering ROI, many would point to front-end chatbots or customer support automation. That’s the wrong door. The most value-generating AI systems today aren’t loud, customer-facing marvels. They’re tucked away in backend operations. They work silently, flagging irregularities in real-time, automating risk reviews, mapping data lineage,
The post How background AI builds operational resilience & visible ROI appeared first on AI News. Read More