AI “confession fluid”: OpenAI’s new way to train models to confess their mistakes

OpenAI researchers "whitening agent" Force large-scale language models (LLMs) to self-report cheating, hallucinations, and policy violations. This technique, "confession," Address growing concerns with enterprise AI. Models can be dishonest, exaggerating their confidence or hiding shortcuts to getting to the answer. In real-world applications, this technology advances the creation of more transparent and manipulable AI systems….

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Rapid engineering for time series analysis

In this article, you will learn practical prompt engineering patterns that make large language models useful and reliable for time series analysis and prediction. Topics covered include: How to frame temporal context and extract useful signals How to combine LLM inference with classical statistical models How to structure data for predictions, anomalies, and domain constraints…

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AWS launches Kiro powers, integrating Stripe, Figma, and Datadog for AI-assisted coding

Amazon Web Services on Wednesday introduced Kiro powers, a system that allows software developers to instantly provide expertise on specific tools and workflows to AI coding assistants. This addresses what the company calls a fundamental bottleneck in the way artificial intelligence agents operate today. AWS made the announcement at its annual re:Invent conference in Las…

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Gemini 3 Pro scored 69% reliability in blind testing, up from 16% for Gemini 2.5. When evaluating AI based on real-world trust rather than academic benchmarks

Just a few weeks ago, Google gemini 3 The model claims to have achieved leadership status in multiple AI benchmarks. But the challenge with vendor-provided benchmarks is that they’re just that: vendor-provided. New vendor-neutral evaluation fecundityHowever, Gemini 3 is at the top of the leaderboard. It is not based on a set of academic criteria….

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MIT engineers design aerial microrobot that can fly as fast as a bumblebee | Massachusetts Institute of Technology News

In the future, small flying robots could be deployed to help search for survivors trapped under rubble after devastating earthquakes. Like real insects, these robots can fly through tight spaces that larger robots cannot reach, while simultaneously avoiding stationary obstacles and falling debris. So far, aerial microrobots have only been able to fly slowly along…

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Tariff disruption reveals costly blind spots in supply chains and AI

Provided by Selonis When rates change overnight, companies have 48 hours to model alternatives and can act before competitors secure the best option. At Celosphere 2025 in Munich, companies demonstrated how they are turning their disruption into competitive advantage, with quantitative results that separate the winners from the losers. Binmar International: A global plastics and…

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A roadmap to mastering Agentic AI in 2026

In this article, you’ll learn a clear, practical roadmap to mastering agent AI: what it is, why it’s important, and exactly how to build, deploy, and introduce real systems in 2026. Topics covered include: Core fundamentals of mathematics, programming, and machine learning. The concepts and architecture behind AI agents that use autonomous tools. Introduction, specialization…

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Kraken acquires Backed Finance to expand xStocks tokenized stake

US-based cryptocurrency exchange Kraken has agreed to acquire Backed Finance AG, which helps issue xStocks, adding to a series of acquisitions the exchange has made this year while bringing the tokenized stock platform under its own roof. According to Tuesday’s announcement, Kraken plans to more tightly integrate xStocks issuance, trading, and payments into its products,…

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