Author: State Naukri

First, we need behavioral anomaly detection for AI systems. Traditional observability focuses on latency, errors, and resource utilization. But AI systems require a different lens to detect when behavior deviates from expectations, even when no explicit “error” occurs. Second, we need tamper-proof audit trails. As AI systems take on more responsibility, you have to be able to reconstruct decisions. Teams need to understand what happened and, more importantly, why. And they need to trust that the data hasn’t been altered. Third, observability must become dynamic and adaptive. Static dashboards and predefined metrics won’t cut it. AI systems operate in constantly…

2 min readNew DelhiUpdated: Jul 2, 2026 08:04 PM IST The All India Council for Technical Education (AICTE) will soon close applications for its AICTE Industry Fellowship Programme 2026. The fellowship, aimed at faculty development, offers eligible faculty members an opportunity to work with leading industries while receiving a monthly fellowship of Rs 1.5 lakh. Interested candidates can apply through the official AICTE portal till July 5, 2026. According to the revised schedule, applications from faculty members will be accepted until July 5. The screening and selection process, along with the issue of offer letters, will take place between till…

Headquarters: Atom Partners URL: https://atomsmiths.com/ Application link: https://atomsmiths.com/work/weworkremotely ATOM Partners is an international company focused on digital asset markets, trading technologies, and data-driven market research. We work with modern analytical tools and help aspiring professionals build practical knowledge of cryptocurrency trading in a structured environment. We are currently looking for a Junior Crypto Trader to join our growing remote team. This opportunity is designed for motivated individuals who are interested in financial markets, cryptocurrency, and analytical thinking. Previous professional trading experience is not required — we provide comprehensive training and continuous guidance throughout the onboarding process. What You’ll Do Execute…

“CISOs should therefore evaluate which workloads can communicate with the Argo CD control plane, whether east-west traffic is appropriately segmented, and whether unnecessary trust relationships exist between application workloads and GitOps infrastructure,” Grover said. “The assessment should focus on attack paths rather than perimeter exposure.” Treating GitOps as tier-zero The flaw also underscores the role GitOps platforms play in controlling software deployment across enterprise infrastructure. “GitOps engines aren’t utility services; they’re tier-0 control-plane components,” Datta said. “By design, Argo CD holds read access to private repositories, sync/write access to target clusters, and custody of deployment secrets. It sits at the…

Understanding the Business Cycle is one of the most important topics in the JAIIB Indian Economy and Indian Financial System (IE & IFS) paper. Questions from this topic are regularly asked in the exam because it explains how an economy moves through different stages of growth and slowdown over time. Whether it is GDP growth, employment, inflation, demand, production, or investment, almost every major economic indicator changes according to the business cycle. In this blog, we have covered all the important details about the JAIIB IE and IFS topic “Business Cycle.” We have also provided a practice quiz PDF containing…

The West Bengal Government has declared July 6, 2026, a statewide public holiday to commemorate the 125th birth anniversary of Dr. Syama Prasad Mookerjee. The decision, announced through a notification issued by the state’s Finance Department, will result in the closure of government offices, educational institutions, and several public bodies across the state.Photo Credits – AI ImageThe public holiday has been declared to honor the legacy and contributions of Syama Prasad Mookerjee, who is widely regarded as one of West Bengal’s most distinguished leaders. The notification describes him as “one of the most illustrious sons of the state,” recognizing his…

These include customer service and contact centers, software engineering and DevOps automation, IT operations, financial services process automation, healthcare administration, supply chain coordination, and security operations, where AI agents often operate simultaneously at scale, Dewan added. Hyperscalers are taking different paths to production AI AWS, however, is not alone in adapting its infrastructure for helping enterprises scale AI agents in production, and rival hyperscalers, such as Microsoft and Google, are approaching the challenge in different ways. Microsoft’s approach with the Azure Foundry Agent Service, according to Chandak, differs from AWS: “Many of its agent runtime limits are fixed by design;…

3 min readNew DelhiJul 2, 2026 04:05 PM IST All eight Ivy League universities in the United States, Canada’s U15 group of research‑intensive institutions, and UK universities, including Imperial College London and the University of Warwick, now accept the Duolingo English Test (DET) for admissions. With more than 6,500 universities recognising the test, international students can apply to study in the US, UK, Canada, Australia, and more countries based on this test. Recent additions to the DET network include Utah State University, the University of Virginia School of Data Science, Bangor University, and the University of Exeter, further strengthening its…

It started with a one-line message from a finance team on a Tuesday afternoon: A handful of customers had been charged twice that day, and one was disputing a duplicate charge with their bank. I went straight to the monitoring, expecting to find something broken. Instead, everything looked healthy: By the system’s own records, every order had been paid exactly once. It took the team a month of digging through production incidents to close the gap between a dashboard that said, “all good,” and a customer billed twice. I’ve since seen this kind of failure across multiple payment systems, some…

Every year, international organizations, government bodies, and research institutions publish important reports and indices that help countries assess their progress in areas such as the economy, education, health, environment, employment, trade, innovation, and governance. These reports are an important resource for aspirants preparing for competitive examinations such as UPSC, SSC, Banking, State PSC, and other government exams. Understanding which organization publishes a particular report is one of the most frequently asked topics in Current Affairs and Static GK. In this blog, we have provided all detailed List of Reports Published by International and National Organizations, along with their publishing organizations.…