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September 25, 2026
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Interest-free working capital assistance for FCV tobacco growers supports liquidity, institutional loan repayment, crop inputs, and reduced private borrowing.
A one-time, interest-free working-capital loan of Rs. 50,000 per barn is approved for FCV tobacco growers in Andhra Pradesh under the Interest-Free Working Capital Assistance Scheme. Covering about 44,000 growers, the assistance is proposed to be delivered through direct benefit transfer. It is intended to provide liquidity for household requirements, institutional loan repayment and crop inputs, while reducing dependence on private borrowing.
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Government securities auction calendar establishes retail bidding access, flexible issuance terms, greenshoe subscriptions, and periodic debt switch operations.
Each auction carries a non-competitive bidding facility, under which five per cent of the notified amount is reserved for specified retail investors. The Government may modify indicated amounts, issuance periods and maturities, and may issue instruments with non-standard maturities, floating-rate bonds or inflation-indexed bonds, having regard to governmental requirements, market conditions and other relevant factors. It may retain additional subscriptions through a greenshoe option and conduct switch or buyback auctions of dated securities.
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Market borrowing plan sets dated securities auctions, Treasury Bill issuance, redemption management, and temporary cash-flow support.
Government market borrowing for the second half of FY 2026-27 is to be raised through weekly auctions of dated securities, including Sovereign Green Bonds, across maturities from 3 to 50 years. Debt-management measures include switching and buyback operations to smooth the redemption profile and a greenshoe option for additional subscriptions. Treasury Bills are to be issued through weekly auctions in 91-day, 182-day and 364-day maturities. The Ways and Means Advances limit is fixed to address temporary mismatches in government accounts.
September 25, 2026
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GI-tagged agricultural exports expand farmer access to international markets through FPO-led value chains and higher price realisation.
APEDA facilitated the export of a one-metric-tonne consignment of GI-tagged Gulbarga Tur Dal from Karnataka to the Maldives through an FPO-led brand. Gulbarga Tur Dal has held GI registration since 2019. The export-linked channel provides farmers a realisation of Rs.82 per kg compared with a prevailing market price of Rs.60 per kg, while supporting closer integration of FPOs and farmers into export-oriented supply chains.
September 25, 2026
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Trader welfare policy discussions covered GST reform, digital commerce, finance access, export promotion, and coordinated institutional support.
Deliberations covered GST rationalisation, refund delays, audit duration, amnesty schemes, input tax credit anomalies and pending appeals, alongside proposed inclusion of traders in MSME facilitation committees, a centralised loan portal with a 30-day timeline, CIBIL score reforms and grievance helplines. Trader welfare measures considered timely contractor payments, safeguards against technical penalties, loan-repayment flexibility during lean periods and stronger Centre-State coordination.
September 25, 2026
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Gold smuggling through powdered gold concealed in food products led to seizure and arrests under customs law.
Intelligence-led interception and baggage examination identified foreign-origin gold converted into fine powder and mixed with packaged food products of similar colour, texture and consistency. Segregation and assaying yielded 9.40 kg foreign-origin gold, which was seized under the Customs Act, 1962. Questioning linked the passengers to the same organised gold-smuggling syndicate, and they were arrested under that Act.
September 25, 2026
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Customs seizure of suspected smuggled areca nuts and restricted poppy seeds followed intelligence-led cross-border enforcement operations.
Intelligence-led customs enforcement in Mizoram and Assam resulted in seizure, under the Customs Act, 1962, of suspected foreign-origin areca nuts and poppy seeds believed on preliminary inquiry to have been smuggled from Myanmar. Searches of locked, unattended godowns near the Indo-Myanmar border recovered the commodities, while interception of two trucks carrying poppy seeds without valid import documents led to seizure of the consignments and vehicles. Four persons connected with transportation of the poppy seeds were arrested.
September 25, 2026
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Industrial control system cybersecurity certification validates system-level protection across wind farm controls, networks, and lifecycle security services.
IEC 62443-3-3 Security Level 2 certification applies to a wind farm control system covering SCADA, PPC, PLC and industrial network devices. It assesses system-level security requirements, including the interaction of components, networks and security mechanisms within an overall industrial control environment. The cybersecurity framework also spans secure development, certified core control components, system-level protection, and security integration and maintenance services across the lifecycle of wind energy technologies.
September 25, 2026
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Foreign exchange reserve composition reflects a weekly decline driven by foreign currency assets despite a modest gold increase.
India's foreign exchange reserves declined by USD 14.881 billion to USD 765.901 billion for the week ended 18 September 2026. The contraction was principally driven by a reduction in foreign currency assets, which also reflect valuation effects from movements in non-US reserve currencies. Gold reserves increased, while Special Drawing Rights decreased and the reserve position with the International Monetary Fund remained reported separately.
September 25, 2026
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Five-day banking proposal remains under consideration amid strike plans and measures for uninterrupted banking and advance disbursements.
Five-day banking remains under governmental consideration, with no Finance Ministry commitment to implementation. Unions linked the proposal to the 12th Bipartite Settlement/9th Joint Note, which contemplated extended Monday-to-Friday working hours. Family pension revision and a pension option for resignees were identified as addressed, while withdrawal of the Performance Linked Incentive scheme remains in abeyance. Public sector banks were instructed to remain open on the preceding Sunday, and central government salaries, wages and pensions were directed to be disbursed in advance.
September 25, 2026
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Alternative fuel transition promotes ethanol, electric and hydrogen mobility to reduce imports, pollution, and strengthen farm income.
Alternative-fuel and public-transport measures seek to reduce dependence on imported petroleum, curb air pollution, and support farmer income and employment. Ethanol is positioned as a farm-income source through increased demand and returns for maize growers, alongside electricity, hydrogen and waste-derived CNG. Development and introduction of flex-fuel vehicles, using engines capable of operating on ethanol, electric tractors, hydrogen-powered vehicles and hydrogen buses form part of a cleaner-mobility strategy.
September 25, 2026
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Foreign-exchange market intervention expectations supported rupee appreciation amid improved risk sentiment, while importer demand and crude prices constrained gains.
Foreign-exchange market conditions supported a 19-paise appreciation of the rupee to 95.80 against the US dollar, aided by improved global risk sentiment and expectations of Reserve Bank intervention. Dollar demand from importers, high crude prices and US dollar strength constrained gains. Lower crude prices and dollar weakness could support the rupee, while geopolitical escalation may create pressure. Market participants expected intervention if the currency weakened toward 96.
September 25, 2026
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Credit health assessment combines score, repayment history, utilisation, accounts and enquiries to support informed borrowing and profile monitoring.
Credit health is broader than a numerical credit score and encompasses the way credit has been managed over time. Credit analysis requires a combined review of the score, repayment history, credit accounts, credit utilisation, credit history and credit enquiries. A credit report may identify management of EMIs and credit-card dues, existing borrowing obligations, use of revolving credit relative to available limits, and recent lender checks associated with credit applications. Incorrect or unfamiliar entries may be reviewed and, where necessary, raised with the relevant lender or credit bureau.
September 25, 2026
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Fuel-price mitigation measures use tax reductions, targeted subsidies and energy-security policies to ease pressure on households and energy-intensive industries.
European fuel-price intervention combines targeted subsidies, fuel-tax reductions, temporary regulatory flexibilities and energy-security investment to moderate the economic effects of sharply higher gasoline and diesel prices caused by disrupted supplies. Member States have temporary discretion to grant state aid to households and energy-intensive sectors, including agriculture, transport and fishing, and limited flexibility under EU spending rules for investments that improve energy security and reduce dependence on imported fossil fuels.
September 25, 2026
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AI management certification anchors responsible lifecycle governance, transparency, accountability, security, and human oversight for agentic loyalty systems.
ISO/IEC 42001:2023 certification applies to an Artificial Intelligence Management System governing AI development, deployment, oversight and continual improvement within the GRAVTY platform. The framework supports AI-related risk management, responsible governance, transparency, accountability, security and human oversight throughout the AI lifecycle. Its scope includes supervised and unsupervised learning models and large language models supporting personalised engagement, fraud management, loyalty intelligence, autonomous decision-making, operational automation and workflow support.
September 25, 2026
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Digital warehousing controls propose electronic tracking, secure transport, monthly returns, and risk-based compliance verification for warehoused goods.
Draft Warehousing Operations Regulations, 2026 would require public and private warehouse licensees to use the electronic portal and a digital warehouse management system for receipt, storage, transfers, removals and accounting of warehoused goods. Transport would generally require a one-time-lock and transit-risk insurance, subject to specified exemptions. Licensees would verify locks and goods, report discrepancies, maintain auditable electronic records, submit monthly returns, and permit removals for home consumption or export only upon electronic clearance orders. Non-confirmation, discrepancies and contraventions would trigger information demands, risk-based verification and action under the Customs Act.
September 25, 2026
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Technology risk governance requires banks to retain accountability, test resilience, and govern artificial intelligence before scaling financial services.
Technology risk governance must treat technology architecture as a first-order enterprise risk, alongside conventional financial risks, because the availability and integrity of core banking, payments, onboarding, credit, fraud-monitoring and reporting systems determine whether customers can access essential financial services. Banks may outsource technology functions but retain accountability for access controls, concentration, recoverability, data protection and exit options. Effective resilience requires secure architecture, asset visibility, timely remediation of vulnerabilities and legacy systems, identity and access management, effective controls, third-party oversight, post-incident learning, and regular recovery testing.

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How Open Source Is Driving Innovation in AI and DevOps

July 21, 2025

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Have you ever wondered how some of the coolest AI tools and automation platforms are becoming more intelligent, more swift and extremely easy to use? Or the new ways tech companies keep finding to let new apps and updates loose on the world day after day? The answer frequently turns out to be one thing: open source. It’s a word you’ve likely heard before, but what does it mean? And how is it helping push the envelope in AI (artificial intelligence) and DevOps? This article breaks it all down in terms that are straightforward and friendly, without getting overly technical.

If you’re a tech trend kind of person or just curious about what powers the things that you see online, you’ll know why open source is one of the most significant forces driving AI and DevOps forward.

What Is Open Source and Why Does It Matter Let’s start with the basics. Open-source software is any software program or tool in which the code is publicly available to be used and altered for free. Consider it a group endeavour.

Rather than one company hiding everything, developers across the globe unite to make the program better. That might be fixing a few small bugs, adding new features, or making it faster or easier to use.

This is what makes open source so powerful, and why sharing is so important. It introduces fresh ideas from diverse citizens with diverse experiences. And the best part? It democratizes technology. Whether you’re a student, a startup, a big company or a hobbyist, open-source tools are freely available and more affordable than having a big budget.

How Open Source Is Shaping AI Innovation Artificial intelligence, or AI, is moving at a blistering pace. Much of this growth is being fueled by open-source projects. They are tools and platforms constructed by communities and shared openly on the internet. They are available for anyone to download, for anyone to test, to improve, and to expand.

Non-proprietary AI projects speed development and put AI into the hands of more people. Instead, they could build on what’s already there and make it better. This is why we’ve seen advances in language translation, image recognition, chatbots and voice assistants.

There are even things like the AI detector, which is a wonderful demonstration of how open source can drive creative solutions. Software tools like these are often developed with community-funded technology, and then moulded into products that help everyday people in daily life.

You could try one of these tools here: AI detector. It can help determine if content is most likely written by AI or a human, which is seriously useful for writers, educators, and businesses.

Making AI Easier to Use for Everyone That’s one of the best things about open source: It’s barrier-free. You don’t need to be an employee of a giant tech firm to experiment with AI. Open-source platforms are why we can all now have amazing tools at our fingertips in just a few clicks. Whether you’re a student, indie developer, or small business, it doesn’t matter.

The platforms offer documentation, support forums, tutorials, and, in the case of some, an active and friendly community that you can turn to for advice. They are supposed to be easy to use so those new to coding can use them. It is a healthy loop, this kind of openness. The larger the group that gets involved, the more progress that occurs. It makes better tools for everyone.

How DevOps Is Getting Smarter Through Open Source Now, let’s talk about DevOps. If you’ve ever opened an app and it works like it should, fast and without interruptions, or if you’ve visited a website that seems to be quick, reliable and can handle the load of a lot of people on the same site, there’s a good chance DevOps had something to do with it.

DevOps is the concept of bringing together the work of software development and IT operations teams, enabling them to build, test, and release software quickly, safely, and efficiently. It’s akin to a behind-the-scenes team of people who keep all those digital tools running perfectly, even while new features are being added.

One of the reasons DevOps has become so popular in recent years is open-source software. Open-source tools are enabling developers to automate processes, track performance, manage infrastructure and tackle complex workflows all in one place. Not only do these tools benefit large tech teams, but they also enable smaller or one-person development businesses to make something big without spending hours hand-coding everything.

Some great examples of open-source instruments that are shaping the future of DevOps are platforms like Jenkins, Docker, Kubernetes, GitLab, etc. Jenkins makes it simple to automate all the things that can be automated, including testing and deployment.

Docker lets developers wrap their apps in a tidy container so they behave the same way on any machine. Kubernetes is not only great at managing all of those containers across multiple servers, but also organizing them and keeping them running properly.

DevOps for Beginners Made Simple You don’t have to be a full-time engineer to appreciate the value of DevOps. There are so many great things about modern DevOps tools, not the least of which is how friendly they’ve become for beginners. Here you are: you’ve just finished creating a simple website for your project or small business, and now you want to go live.

Just a few years ago, that process could be long and arduous. You’d have to manually bring all the files to your hosting provider, make sure nothing broke in the interim (these are technical updates), and then maybe wait hours to a day or more for everything to go live. And if there was an error, correcting it entailed starting over from the beginning.

Today, due to DevOps tools, that experience is completely transformed. Once your site is ready, you can push your changes with a single click. Automated tools quickly run checks on your code, ensure everything is in working order, and then effortlessly get it published on the internet. That means faster updates, fewer mistakes, and a better experience for you and your visitors. You can roll out new features quickly or make changes without fear of downtime.

Tasks like testing and monitoring are also done in the background by these tools. They monitor your website, telling you if something should change.

That kind of hand-holding really is invaluable when you’re just starting, bravo! It means you don’t have to take on the whole thing at once; you can concentrate on your ideas and let the tools do the heavy lifting.

And there’s another part that makes it better: some of the most effective DevOps tools out there are open source. In other words, they’re free and chock-full of helpful folks.

Whether you’re a small team, a single creator, or just experimenting for fun, you’ll be casting your work with the same advanced systems that big companies use. You don’t have to spend a lot of money or have a huge technical background to get set up.

Teamwork Made Easier One of the best things about putting open-source DevOps tools to work is how well they improve collaboration. It can be challenging to stay organized and on the same page when you’re working with others on a software project.

But with the right gear, the process becomes so much easier and more fun. Open-source DevOps platforms are designed to help your team work together seamlessly so that getting work accomplished is the least of your concerns, regardless of its size.

With such tools, everyone has a clear picture of what’s going on in the project at all times. They can follow along as updates are made, track tasks, review changes to code and make suggestions all in real time. You can leave comments, ask questions, maybe even test some new features without touching the main project.

This kind of visibility fosters trust among team members and helps communication flow organically. Everything is super clear, so we all know what’s going on and what we’re responsible for, which cuts down on confusion and helps ensure that there are no obstacles to making progress.

What’s also amazing is how these tools conform to different team styles. While small teams may wonder why they should get involved in open source, whether you’re working in a corporate environment or a more casual community project, open-source DevOps tools mean you can tailor your workflows.

You have complete flexibility to categorize tasks however works best for your team, automate updates, and even configure personalized alerts or notifications. It makes development feel connected and more custom, which makes for a better outcome.

Open-source also help in creating a sense of belonging. The platforms are open and flexible, so people are pushed to show autonomy and bring their ideas.

If someone has a hunch about how to do a part of the process more efficiently or make a workflow run more effectively, they can try it out and show what they found. This type of creative freedom fuels innovation and helps to make everyone feel like they have a stake in the success of the project.

Even if your team is distributed between various cities or time zones, you can still collaborate as if you’re all in the same space with open-source DevOps tools. But most of these tools are in the cloud and can be used remotely, so it doesn’t matter where people are.

They can sign into work, see updates and work with a team just as they could in an office. This allows you to easily create strong and effective teams even when everyone is in different locations.

Helping Startups and Small Teams Succeed Small teams and startups usually have big dreams but tight wallets to tend to. They’re young, and full of passion, ideas, and motivation to build something great, but they don’t always have the money for costly tools or large tech stacks. Those are the moments that open-source tools were made for. They provide an inexpensive and strong way forward and would eventually allow anyone to develop high-end digital items without requiring them to make a big investment upfront.

Since open-source platforms do not entail licensing fees, teams can start using them immediately without concern for cost. They do not have to pay for expensive software and can concentrate their resources on developing features, building their product and acquiring customers. Open source opens the doors very wide to innovation, even if your team is small.

Yet another advantage is the vastness of the open-source communities. There are forums and video tutorials and guides and blogs, and even virtual meetups where developers exchange ideas and provide help. This treasure trove of information allows small teams to learn fast, solve in flight and keep projects moving. It fosters an environment of inspiration and learning, which is especially useful when you’re on a new team.

The tools themselves are incredibly capable as well. Open source DevOps tools empower teams to develop, test, and release their products quickly. They make it increasingly easy to automate, so even small teams can move fast without relying on manual work all the time. From continuous integration to performance monitoring, these tools are everything you need to build better software and get it to market fast.

And, maybe one of the most amazing things about open-source platforms is their adaptability to scale up. A tool that’s suitable for a two-person team today can also comfortably accommodate a much larger team later on. No re-platforming or retooling as you grow and your audience expands. You just continue to build on what you already have. The tools grow with you, adapting to your needs as they change over time.

This kind of scalability provides comfort to small teams. And they have a strong foundation that can manage whatever success comes along. As for their tools, they know their tools will not be a limiting factor; they can think big from the very first day. It has also meant they’re able to stay focused on what matters: solving problems, creating value and building something their users will love.

Learning and Growing with Open Source One of the most rewarding and often unexpected rewards of open source is just how much it can help people learn and grow. Whether you want to know more about AI, delve into DevOps, or just get started on the basics of programming, open-source tools are a great way to learn through experimentation and practice. You don’t have to have a degree in computer science to get started, or years of experience, for that matter, only curiosity and a willingness to experiment.

When you work with open-source software, you have the opportunity to see how real projects are constructed. What you get to do is to look into the code that powers the popular tools and find out how others provide a solution (and maybe make it better). It’s almost like you can look behind the curtain and learn from established developers by just watching their work. You’ll also learn good practices, know how features are designed and come to have an instinct for how software projects are built.

Best of all, open source is not about using tools, it’s about being part of something greater. A lot of people get started by playing with open source at home or at school and end up contributing to the open-source community. The power of these communities is that they are comprised of people from around the world who all want to make technology better and more easily available.

Getting involved with an open-source community can be a fun and motivating thing to do. You’re able to ask questions, receive feedback, and even take on small projects that slowly increase your comfort level. In time, you may begin to propose new features, fix bugs, or help others in the early days of their journeys.

Contribute to open-source projects, which is another great way to build a solid portfolio. If you ever need to demonstrate to a potential employer, contractor, or business partner what you are capable of, you can point to the projects you’ve contributed to. The work you are doing is visible, it is real, and you are part of a larger team. It demonstrates drive and creativity, and the ability to work with others*virtues everyone looks for in a professional.

The open-source world is particularly beginner-friendly. A significant number of projects have new contributor guidelines, good documentation and tagged tasks that are a great fit for first-timers. I think most people are happy to hear new voices, and as long as readers see that we are a work in progress, too and that we are always learning, they are willing to give us the time to hone our skills. This makes it easier to get started and build the confidence to continue on the way.

From there, a small learning experiment can blossom into a consuming passion. You may find that you love problem solving, working with teams or building tools that make other people’s lives easier. And because open source is always changing, there’s always something new to learn and more ways to develop. Here, your effort is acknowledged, your ideas are heard, and your progress is rewarded.

Making Technology More Inclusive A related powerful effect of open source is how it helps connect the world. Costly tech and high-speed internet are not readily available to everyone. Open-source software is available to download without charge, and it runs on commodity hardware.

This makes modern technology accessible for students in remote villages, for developers in emerging economies, and for enthusiasts around the world. They’re not left behind purely because of where they live or how much money they have. Open source unites and creates possibilities transcending borders.

An increasing number of translated guides, local user groups, and online communities is evidence that open source can lead to global inclusion. It ensures the discussion can reach more folks and allows more people to contribute their ideas.

Company Contributions Keep Open Source Strong Large companies, including Google, Microsoft, Meta and Amazon, are also contributors to open source. They donate code, support projects, and contribute code, surpassing existing tools they’ve built in the past. And that isn’t just out of the kindness of his heart. It has also helped them improve their services and create more trust with developers.

These contributions vastly improve tools for all. It’s a win-win situation. Developers receive access to top-quality content, and companies receive feedback, new ideas and tight relations with the tech community.

When companies open up their tools, it also spurs others on to open up theirs. It fosters a culture of sharing and improvement, which accelerates the pace of technological change.

Always Getting Better Through Community One major reason open-source products continue to improve is due to the people who create them. These aren’t just professional developers. They are students, hobbyists, designers, teachers and general tech enthusiasts.

If someone’s got a better way to do something, they can share it. It gets a polish when others test it and offer feedback. Over time, the little things can become the big things.

The continual cycle of sharing, testing, and iterating keeps things fresh. That is, open-source tools are always changing in response to what people need most. What you wind up with is more intelligent AI models, faster DevOps processes and tools that just feel more intuitive to use.

Looking Ahead: The Future of Open Source in AI and DevOps Open source in AI and DevOps seems exciting in the future. The tools will only get better as more and more people join the open-source movement. Expect to see even more user-friendly platforms, new features for automation, and faster and easier ways to create smart applications.

AI tools will get better and be simpler to use. DevOps processes will become more streamlined and expedited. And, through open source, these innovations will be something anyone, not just big tech companies, can use.

As online communities continue to expand, so should the number of people who constantly share their knowledge and skills. That spells new ideas, new talent and better tools for all. Open source isn’t just a way to build software; it’s a way to build a smarter, more connected tech world.

Final Thoughts Open source is accomplishing wonderful things in both AI and DevOps. It’s making people work faster, learn more, and come together to build better tools. If you’re new or simply exploring for yourself AI and DevOps, open source offers you a friendly and helpful way to begin.

(Disclaimer: The above press release comes to you under an arrangement with NRDPL and PTI takes no editorial responsibility for the same.). PTI PWR PWR

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