Author: State Naukri

From tokenmaxxing to tokenmatching LLMs are constantly evolving, becoming both more powerful and more specialized. Being able to route a prompt to the model that is both well-suited for the task and cost-effective is the way to maximize token effectiveness. Teams are doing this manually now, but AI itself will become the best way to make such decisions.  For example, Claude Code Router can route prompts to any number of popular models, depending on the type of work each prompt requires. And it’s open source. The next layer that is coming is the preprocessing of prompts. We can work to write good prompts,…

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3 min readNew DelhiUpdated: Jul 2, 2026 09:06 PM IST Delhi University will commence Phase II of its undergraduate admission through the Common Seat Allocation System (CSAS) portal on Friday, allowing candidates to fill their college and programme preferences ahead of the first seat allocation list on July 16. According to the admission schedule released by the university, candidates who have completed Phase I registration will be able to participate in Phase II from July 3 until 11.59 pm on July 11. The first CSAS allocation list will be announced at 5 pm on July 16. Candidates allotted seats must…

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Use AI as a peer programmer You should always treat AI as a peer programmer and your (junior) coding assistant. You should always review code the AI generates for you, run tests, and perform audits to validate correctness, conformance to guidelines and standards, performance and scalability bottlenecks, and security vulnerabilities. Based on the outcome of the audit, you should refactor your AI-generated code accordingly. And, repeat this cycle iteratively — audit followed by refactoring (if required) — until you are satisfied with the code. Favor quality over speed Your application source code should be performant, scalable, secure, extendable, and easy…

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Preparing for the JAIIB RBWM (Retail Banking and Wealth Management) paper conducted by the Indian Institute of Banking & Finance requires a clear understanding of retail banking concepts, banking products, customer services, and wealth management strategies. This paper is highly important in the JAIIB Examination because it focuses on real-world banking operations and customer-centric services. With structured notes, MCQ practice PDFs, and quizzes, candidates can easily strengthen their conceptual clarity and improve exam performance. This blog provides complete RBWM study material, notes, and quiz PDFs in a simple and structured format. What were the modules covered under the JAIIB RBWM…

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Headquarters: United States URL: https://motivationalinterviewing.org/ Job Title: Executive Director (ED) Employer: Motivational Interviewing Network of Trainers Inc. (MINT) Reports to: MINT Board Chair Required Start Date: 12 October 2026 Work Location(s): Based remotely with occasional travel to conferences; MINT’s registered office is in Reston, Virginia, USA Work Hours: The ED will work on a flexible schedule, recognising that the organisation and its stakeholders are situated globally. This position is designed to be a full-time salaried position; however, a part-time structure may be considered. Candidates interested in either a full-time or part-time position are encouraged to apply and to specify their…

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Millions of students who took the RRB Non-Technical Popular Categories (NTPC) exams are now active. The official portal is busy as the undergraduate objection window is currently open. Candidates must submit all challenges before the July 5 deadline at 23:55 IST. This crucial window allows students to correct errors and boost their final scores.Many students often feel anxious about potential errors in the official answer keys. This procedure ensures a fair chance for everyone to get accurate results. It is important to note that this window specifically targets the undergraduate category. Avoid mixing these steps with other railway exams to…

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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…

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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…

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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…

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“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…

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