Vishwadeep Khatri

Evaluation Summary: Sustaining AI-Enabled Processes Over Time🏆 Best AnswerAdil Khan Exceptional depth and rigor. Clearly treats AI as a live control system with leading/lagging indicators, explicit drift thresholds, tiered escalation, fallback mechanisms, and regulatory alignment. Strong linkage between AI behavior, process health, and business risk. This is a benchmark-level response. ✅ ApprovedAnkit Kulkarni Strong real-world SAP IBP use case. Clear guardrails, outcome-based monitoring, and policy-level corrections instead of manual firefighting. Very practical and well anchored in business results. Taby Sheikh Thoughtful and well-structured BPO invoice processing example. Strong linkage between AI behavior, financial controls, STP, overrides, and business outcomes. Good balance of monitoring, human ownership, and corrective actions. Bharath CN Solid manufacturing case with predictive control. Good articulation of when AI must step back and manual control must take over. Monitoring, MOC, audits, and operator training are clearly connected to sustaining outcomes. Abhinandan Kunder Relevant chemical manufacturing example. Clearly recognizes model drift, physical system changes, and the need for continuous validation and ownership in Control. Grounded and practical. 🟡 Conditionally Approved(Good intent and relevance, but future responses should consistently anchor on a clearly defined process, explicit metrics, and business impact.) Rabiya Bronekar Relevant process and corrective action identified. Monitoring logic is present, but future responses should strengthen outcome metrics and escalation logic. Kush Singh Strong domain relevance (banking/sanctions). Good identification of outcome-level KPIs. Future responses should expand on response mechanisms and governance actions when drift appears. Abhishek Chaudhary Clear predictive maintenance example. Monitoring is appropriate; future responses should go deeper into decision thresholds and structured escalation. Vijay Yivaturi Rich business context and AI usage. Future responses should tighten the linkage between AI drift signals, control actions, and sustained performance mechanisms. Aditya Bhavsar Good critical-risk use case (scientific publishing). Future responses should explicitly define drift indicators and response cadence. Dhruva Kapur Interesting failure scenario. Future responses should clearly frame the end-to-end process, monitoring framework, and preventive controls upfront. Suman Acharjee The preventive maintenance scheduling use case in solar module manufacturing is well chosen, clearly business-critical, and supported with concrete impact on FPY, yield, uptime, and utilization. For future responses, make the trigger-to-action loop more explicit—clearly stating what signals prompt retraining, rule changes, or temporary rollback—so governance and response logic are unambiguous. Not EvaluatedDipali Yadav – AI content: 100% Vijay Gonsalves – AI content: 100% Smitha Muralidharan – AI content: 100% Arun Bhatia – AI content: 100% Not ApprovedAnil Kumar – Generic description; lacks a concrete process, monitoring framework, and response logic.

Tending crops by day and then logging on for a night shift of data labelling, 27-year-old Chandmani Kerketta is part of a rising rural Indian workforce helping power an artificial intelligence revolution. "After my night shift of data work, I sleep a little, and then help in farming," said Kerketta, who now holds a history degree. View the full article

The app can also ‌then use code to do things like gather and analyze information, OpenAI officials said during a briefing with reporters. Coding is arguably the most successful application for AI models in recent years. ​Coding tools are key to helping ​AI startups attract business customers and the space has ‌grown increasingly competitive. View the full article

Liberty Global, which has about 80 million fixed and mobile connections across Europe, said ‌the deal - ‌reported by Reuters for the first time on Tuesday - would support new consumer ‌services, including AI-powered search and discovery on its Horizon TV platform, as well as customer-service automation. View the full article

The ChatGPT-maker's shift in ⁠strategy, the details of which are first reported here, is over an increasing emphasis on chips used to perform specific elements of AI inference, the process when an AI model such as the one that powers the ChatGPT app responds to customer queries and requests. View the full article

A merger would represent ‌one of the most high-profit corporate pairings in Silicon Valley, blending a space-and-defense contractor with a rapidly evolving AI developer whose costs are dominated ​by chips, data centers ​and energy. View the full article

The budget decision to halve allocation for the IndiaAI Mission to Rs 1,000 crore in 2026-27 from Rs 2,000 crore this fiscal year has raised concerns over the country’s AI push, even as officials said it’s part of a deliberate strategy. Experts said building meaningful artificial intelligence capacity will require significantly higher and more sustained public investment, and warned that India risks falling behind in the global AI race if government funding does not scale up. View the full article

AI is reshaping how people shop, making online experiences more intelligent, predictive and visually intuitive, according to a 2025 report by Andreessen Horowitz. Companies like OpenAI, Google and several startups are investing heavily in AI-driven shopping. Despite the excitement, retention and monetisation remain key challenges for this emerging trend. View the full article

A security professional shares how AI helps manage personal finances daily, spotting spending leaks and offering unbiased budgeting advice. By using a “sanitised context” approach, sensitive data stays safe while patterns and percentages guide decisions. Comparing answers across multiple AI tools adds confidence and discipline to household budgeting. View the full article

AI behemoths and startups are betting on shopping as the next frontier of growth. Swathi Moorthy shops around the trends and road bumps. View the full article

Moltbook, a Reddit-like site advertised as a "social network built exclusively for AI agents," inadvertently revealed the private messages shared between agents, the email addresses of more than 6,000 owners, and more ‌than a million ‌credentials, Wiz said in a blog post. View the full article

The upgrade expands Grok’s video capabilities and is now in wide release. However, it comes amid worries over AI’s safety practices and the controversy around the platform’s content moderation. View the full article

China's leader Xi Jinping sees artificial intelligence as a major revolution. The nation aims to lead in AI for economic growth. However, strict government rules are in place to control the technology. Chinese AI firms must innovate rapidly while adhering to complex regulations. This balancing act presents a significant challenge for companies like Zhipu AI and Alibaba. View the full article

The Bay Area is leveraging technology for this year's Super Bowl. Organisers are hosting an innovation summit, highlighting Silicon Valley's tech prowess. This region makes history by hosting both the Super Bowl and soccer World Cup games in the same year. This brings renewed energy and pride to the local community after the pandemic. View the full article

Major companies like Amazon, Pinterest, and Expedia are announcing significant job cuts. While many firms cite artificial intelligence as the driving force behind these layoffs, experts suggest other factors like cost reduction and efficiency gains are also at play. This shift raises questions about the real impact of AI on the workforce and corporate strategies. View the full article

Chinese tech giants are luring users with cash offers before their reported upcoming releases of competing AI models this month. US media outlet the Information reported that the tech companies are also looking to release new AI models during the Lunar New Year holiday, following last year's DeepSeek surprise. View the full article

From dietary recommendations to injury predictions and from age verification to psychological mapping -- artificial intelligence is set to become a force of change in Indian sports with a centralised data management system that would not just customise training but also track athletes' progress like never before. View the full article

Many assumed Amazon's 16,000 corporate layoffs announced last week reflected CEO Andy Jassy's push to "reduce our total corporate workforce as we get efficiency gains from using AI extensively across the company." But like other companies that have tied workforce changes to AI - including Expedia, Pinterest and Dow last week - it can be hard for economists, or individual employees like Plumb, to know if AI is the real reason behind the layoffs or if it's the message a company wants to tell Wall Street. View the full article

The pledge by Alibaba, which triples the spending promised earlier by rivals Tencent and Baidu, is set to start on February 6. ‌It will ‌involve incentives for dining, drinks, entertainment and leisure, with "large red envelopes distributed continuously," Alibaba said in a ‌statement. View the full article

Residents near Santiago, Chile, powered a human chatbot to show AI's environmental impact. The 12-hour project handled over 25,000 requests globally. This initiative aims to highlight the hidden water footprint of AI prompting. It encourages responsible AI use in water-stressed regions. Major tech companies are building data centres in the area, sparking debate over resource consumption. View the full article

South Korea posted its highest-ever exports for the month of January, official data showed on Sunday, fuelled by a global AI boom heavily reliant on chips made in the country. The record was set a month earlier, when the country exported chips worth $20.8 billion. View the full article

A KKR-led group is close to acquiring ST Telemedia Global Data Centres. The deal values the company at over 13 billion Singapore dollars. KKR is partnering with Singtel for this acquisition. This transaction is set to be one of Asia's largest data centre deals. Demand for digital infrastructure is surging due to artificial intelligence growth. View the full article

Nvidia chief executive Jensen Huang has insisted the US tech giant will make a "huge" investment in OpenAI and dismissed as "nonsense" reports that he is unhappy with the generative AI star. We are going to make a huge investment in OpenAI," Huang told journalists, when asked about reports that he was unhappy with OpenAI. Huang insisted that Nvidia was going ahead with its investment in OpenAI, describing it as "one of the most consequential companies of our time". View the full article

Moltbook, a new social network for AI agents, has exploded in popularity, attracting around a million bots within hours. Inspired by Reddit, the text-heavy platform lets AI discuss philosophy, stories and even emotions, delighting some researchers. Others warn it is chaotic, filled with crypto promotion and hype. View the full article

Companies are increasingly pointing to artificial intelligence when announcing job cuts, alongside more traditional reasons such as weak finances or overhiring. AI was mentioned in over 50,000 layoffs in 2025, with firms like Amazon, Pinterest and HP linking cuts to future AI-driven changes. Critics warn some companies may be using “AI-washing” to justify cost-driven layoffs. View the full article