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The Right Answer Isn’t Enough: How to Evaluate AI Agent Performance

Getting the right answer doesn’t mean an AI agent worked efficiently. NVIDIA’s SkillEvaluator shows why production evaluation should look beyond task completion to tool use, execution efficiency, and wasted steps.

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ChatGPT and Gemini Cross the 1-Billion-User Milestone

ChatGPT and Gemini have both crossed 1 billion users, showing how AI competition is increasingly about distribution, infrastructure, and the ability to deploy models reliably at massive scale.

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Your RAG Can Pass Individual Checks and Still Fail as a System

EnterpriseRAG shows that strong performance on individual requirements doesn’t guarantee reliable end-to-end behavior. The benchmark reveals a significant gap between satisfying separate constraints and meeting them all in the same response.

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Coding Throughput Doubled. Then the Bottleneck Moved

AI helped developers more than double coding throughput, but review capacity didn’t scale at the same pace. The findings show how accelerating one stage of an engineering workflow can simply move the bottleneck downstream.

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Not Every Bottleneck Should Be Solved With AI

AI can solve many process bottlenecks, but it can also scale existing biases and flawed decisions. The key is understanding what is actually causing the constraint before deciding what to automate.

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When the Safest AI Answer Is No Answer

A recent paper explores structural abstention: an approach where AI systems refuse unsupported requests rather than return plausible but potentially incorrect answers. For enterprise analytics, this can make refusal an important part of system reliability.

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OpenAI Published a Proposed Solution to the Navier–Stokes Millennium Prize Problem

OpenAI says its internal AI system produced a proposed solution to the Navier–Stokes Millennium Prize Problem. Beyond the mathematical result, the experiment shows how large-scale multi-agent systems could change the way complex scientific problems are explored and verified.

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ChatGPT and Gemini Cross the 1 Billion User Mark

ChatGPT and Gemini have both surpassed 1 billion users, marking a major milestone in the rapidly evolving AI race.

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Managing Third-Party AI Risks: What Australian Regulatory Precedents Mean for UK and EU Infrastructure

In late April and early May 2026, Australian regulators ASIC and APRA issued a joint warning to the industry after finding that most boards blindly trust flashy AI vendor presentations without running independent technical due diligence. Leadership is now held directly accountable for AI compliance failures.

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70% to 80% of ML Budgets Are Wasted on Data Cleanup. Here’s Why.

Up to 80% of the budget and time in custom ML projects goes into cleaning up chaotic historical data. Despite hundreds of modern tools, getting data ready remains the fundamental bottleneck in real-world infrastructure.

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