Author: State Naukri

“Observing AI agents requires visibility not only into model calls but into the full chain of reasoning, tools, and code paths they activate, so devops can quickly identify hallucinations, broken steps, or unsafe actions,” says Shahar Azulay, CEO and co-founder of Groundcover. “Real-time performance metrics like token usage, latency, and throughput must sit alongside traditional telemetry to detect degradation early and manage the real cost profile of AI in production. And because agents increasingly execute code and access sensitive data, teams need security-focused observability that inspects payloads, validates integrations like MCP, and confirms that every action an agent takes is…

A move overseas sounds exciting until you’re buried in paperwork at 11pm wondering if your car will pass customs. Add a car to the mix and it becomes more complex than ever. Compliant vehicles, troublesome mechanics, and missing forms have made or broken more international moves than anyone would like to admit. Let’s face it: preparation is the difference between a smooth crossing and a costly mess at the border. Before you ship your vehicle, confirm if 205/75R15 tires are available in your country of destination. These tires are not usually available and can be expensive and time-consuming to replace.…

Banking professionals preparing for JAIIB often have a strong practical understanding of banking operations. However, when it comes to solving numerical and application-based questions in a time-bound exam, many candidates struggle with speed and accuracy. The challenge is not the lack of knowledge, but the ability to apply concepts quickly under pressure. This is where a focused PPB numerical practice quiz becomes important. It helps you strengthen your problem-solving approach and prepares you for real exam conditions. In this blog, you can attempt a structured JAIIB PPB numerical practice quiz and download a free PDF to practice anytime and improve…

Cloud-native microservices are built for resilience, but true fault tolerance requires more than automatic retries. In complex distributed systems, a single failure can cascade across multiple services, databases, caches or third-party APIs, causing widespread disruptions. Traditional retry mechanisms, if applied blindly, can exacerbate failures and create what is known as a retry storm, an exponential amplification of failed requests across dependent services. This article presents a recovery-aware redrive framework, a design approach that enables self-healing microservices. By capturing failed requests, continuously monitoring service health and replaying requests only after recovery is confirmed, systems can achieve controlled, reliable recovery without manual…

2 min readNew DelhiUpdated: Mar 24, 2026 07:37 PM IST The Chhattisgarh Board of Secondary Education (CGBSE) has announced a re-examination for the Class 12 Hindi paper for the 2026 board exams, following allegations of a question paper leak. According to the board’s notification, the Higher Secondary Certificate (Class 12) Hindi examination (code 010/810), held on March 14, 2026, has been ‘declared null and void’ following allegations that the question paper was leaked. The issue came to light a day after the exam when claims circulated on social media on March 15 and 16 regarding the viral spread of the…

Anthony Salcito, General Manager of Enterprise, Coursera As artificial intelligence reshapes industries and job roles worldwide, India’s education system faces a crucial challenge, ensuring that AI skills translate into innovation, entrepreneurship and job creation. In an exclusive interaction with ET Education, Anthony Salcito, General Manager – Enterprise at Coursera, says India already has strong momentum through initiatives such as the IndiaAI Mission and YUVAi – Youth for Unnati and Vikas with AI, but the country must now move beyond skilling to applying these capabilities for real-world innovation. With more than three decades of experience at the intersection of education and…

Key Takeaways Government job aspirants in India face challenges choosing between RRB NTPC, SSC CGL, and IBPS Clerk due to different vacancies, salaries, and processes. RRB NTPC provides opportunities for both undergraduates and graduates, while SSC CGL has a high number of prestigious government posts. IBPS Clerk offers state-level vacancies in banking, but competes with a lower applicant pool compared to RRB NTPC and SSC CGL. In terms of salary, SSC CGL positions typically offer the highest pay, followed by RRB NTPC and then IBPS Clerk. Ultimately, choosing an exam depends on personal preferences, career goals, and preparation strategies. Government…

There is also a structural reason the short-term effect is muted. Most Azure customers run a mixed environment already. Even in Microsoft-heavy enterprises, cloud workloads are often Linux-based, containerized, or managed through cross-platform tools. The Azure strategy today is less “run Windows everywhere” and more “meet customers where they are.” That makes the desktop operating system less immediately determinative than it was a decade ago. However, that should not be confused with immunity. In the short run, Windows 11 can damage Microsoft’s credibility and affect adjacent buying decisions. If CIOs and architects see Microsoft overreaching on the client, they may…

2 min readNew DelhiMar 24, 2026 03:04 PM IST The Board of Secondary Education Rajasthan (RBSE) is likely to declare the Class 12 results for 2026 on March 31, as announced by state Education Minister Madan Dilawar. The board will publish results for all three streams—Science, Commerce, and Arts—either simultaneously or in quick succession. Once released, students will be able to check their RBSE Class 12 results on the official websites — rajeduboard.rajasthan.gov.in. This year, the RBSE Class 12 examinations were conducted in March across various centres in Rajasthan, with over 8 lakh students appearing for the exams. The board…

By Tapesh RaghavEvery citizen’s relationship with the justice system begins long before they ever enter a courtroom. It begins in school. A civics chapter, often read without much fanfare, introduces young students to the institutions that protect their rights and maintain the rule of law. At that stage, education is not merely about facts; it shapes instincts. It influences how future citizens perceive authority, fairness and the credibility of public institutions.This is why the recent controversy over the portrayal of the judiciary in a school textbook has drawn national attention. The Supreme Court of India stepped in on its own…