Author: State Naukri

2 min readNew DelhiUpdated: Jun 23, 2026 06:25 PM IST After Ranchi’s Avni Kejriwal secured a perfect 500 out of 500 following re-evaluation, another CBSE Class 12 student, Aditya Mishra, has emerged as a joint national topper in the Science stream after his Biology score was revised upward by three marks. With the increase, his score in the best five subjects now stands at 498 out of 500. “I want to serve mankind as a doctor,” Aditya said on Tuesday, reflecting on his journey from the original results to the revised score. When CBSE announced the Class 12 results on…

Governments and enterprises may push investment toward smaller sovereign providers, but those providers still face the same brutal economics of the cloud market. They need capital, scale, customers, engineering depth, and ecosystem gravity. Many smaller providers will struggle to compete over time. Some will fail. Others will narrow their focus. Many will eventually be acquired, directly or indirectly, by larger players, including the very US-based cloud providers Europe is trying to reduce dependence on. That’s the irony. Political pressure may spark a burst of sovereign cloud activity, but market gravity tends to reward scale. Sovereign cloud investment may create a…

Preparing for the NABARD Grade A Exam requires a strong understanding of Agriculture and Rural Development (ARD), one of the most important sections of the syllabus. Water Conservation is a key topic under ARD because it directly impacts agriculture, rural livelihoods, natural resource management, and sustainable development. Candidates should have a clear understanding of water conservation methods, their importance, and their role in rural development. This Water Conservation Ebook for NABARD Grade A will help aspirants build concepts and revise important points for the examination. What is Water Conservation? Water conservation refers to the careful use, protection, and management of…

Nvidia and Microsoft this month touted the reinvention of computers with a new class of “agentic AI PCs” that will “reinvent the way PCs work.”  That’s how Nvidia CEO Jensen Huang described the computers at the recent Computex trade show. At the event, Nvidia introduced its first AI-focused PC chip called N1X, which has an integrated CPU and GPU and will be used in agentic AI PCs. Nvidia’s new RTX Spark PCs are the first in a major “PC reinvention for 40 years,” Huang said, likening them to AI phones. “You could talk to it, it could look at you.…

The Tamil Nadu Public Service Commission (TNPSC) has officially released the TNPSC Group 1 Notification 2026 for the Combined Civil Services Examination-I (CCSE-I).TNPSC Group 1 Notification 2026 ReleasedThe notification, published on June 23, 2026, invites applications for some of the most prestigious administrative positions in the Tamil Nadu government, including Deputy Collector, Deputy Superintendent of Police (DSP), Assistant Commissioner (Commercial Taxes), Assistant Director of Rural Development, District Employment Officer, and Assistant Commissioner of Labour.Candidates aspiring to join Tamil Nadu’s administrative services can submit their applications online through the official TNPSC portal. The online registration process will commence on June 30,…

request = { “agent”: “support-summary-agent”, “task”: “summarize”, “dataset”: “customer_support_logs”, “model”: “external_llm_api”, “delegated_by”: “user_4821” } policy = evaluate_policy(request) if policy.allowed: route_to_execution(policy.execution_environment) else: raise AuthorizationError(policy.reason) The policy engine here evaluates dataset classification, model approval status, geographic processing rules, and the delegation chain that initiated the request. That might mean redirecting the task to an internal inference cluster instead of a public API endpoint, or blocking the request if no compliant execution environment exists. From the agent’s perspective, the task still executes. The orchestration layer ensures it runs in an environment that satisfies enterprise policy. Why ontologies are load-bearing infrastructure For the orchestration…

The US government decision to force Anthropic to close down its latest and greatest AI models, Fable 5 and Mythos 5, was only the next step in a burgeoning battle between AI providers and ignorant politicians.  Anthropic was on top of the world. Its Mythos 5 LLM had everyone excited. (If you believe the hype, it was kind of scary, too.) Even Anthropic CEO Dario Amodei admitted — or boasted? — that Mythos would bring an “enormous increase in the amount of vulnerabilities, in the amount of breaches” to us all. But with that fear came the promise of more…

“CISOs should demand a Safety Relevance Layer in their risk modeling, a structured framework that requires every AI-generated finding to pass automated verification, including dynamic proof-of-concept validation and strong false-positive filtering, before it reaches a human analyst,” Datta said. Those controls should also cover disclosure, particularly when AI tools identify flaws in third-party open-source components that the enterprise does not control, Datta said. Organizations need predefined escalation paths, notification timelines, and role assignments that take effect once a confirmed issue is found in an external dependency. “Ad hoc disclosure in an AI-accelerated environment isn’t just a process gap; it’s a…

As the admission season gathers pace and thousands of students prepare to move to Bengaluru—India’s startup capital—the city’s internship ecosystem is coming under renewed scrutiny. From product development and research to marketing campaigns and client-facing projects, students today are contributing to workstreams that increasingly resemble entry-level jobs. Yet many continue to do so with little or no financial compensation.The debate has become particularly relevant at a time when Bengaluru’s rising cost of living is making unpaid opportunities inaccessible for many students. Simultaneously, policy interventions such as Karnataka’s GCC Policy 2024–2029, which includes stipend reimbursement support, and the PM Internship Scheme,…

The RBI Grade B Exam is one of the most sought-after government examinations in India. Every year, thousands of banking and finance aspirants dream of joining the Reserve Bank of India as a Grade B Officer. The exam offers an excellent salary, strong career growth, job security, and the opportunity to work in India’s central banking system. However, clearing RBI Grade B requires a smart preparation strategy, consistent effort, and a balanced approach across all subjects. If you are targeting RBI Grade B 2027, this complete preparation guide will help you create a practical roadmap from Phase 1 preparation to…