It’s pointless asking AI to ‘explain’ itself: But here’s an effective way we humans could hold it accountable

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Subscribe to enjoy similar stories.Homegrown advertising group RK Swamy Ltd is betting on its integrated marketing model to drive growth over the next few years, combining media, creative and other advertising services even as the ‘Big Four’ agency networks increasingly separate those businesses.“We never did disaggregated media and creative [although] that was an option 20 years ago,” Shekhar Swamy, MD and group CEO of RK Swamy Ltd told Mint in an interview.“How can you disaggregate the two? The media function holds a lot of data, and then when media and creative walk separately, it creates a lot of tension. This is not a sensible model for a client.”RK Swamy’s clients include Magicbricks, Polycab, and several government institutions and PSUs such as LIC.The company reported a 15% jump in annual revenue for FY26 to ₹351.73 crore, while profit before tax and exceptional items rose 30% year-on-year to ₹32.2 crore.

Subscribe to enjoy similar stories.It all happened in one day.Three of the hottest startups in history moved closer Wednesday to becoming trillion-dollar companies. With a fresh filing, SpaceX showed the path to a landmark IPO likely to mint Elon Musk as the world’s first trillionaire.

Subscribe to enjoy similar stories.Foreign investors have spent much of this year cutting exposure to Indian equities, diverting some capital to Taiwan and South Korea amid an AI-driven rally and robust semiconductor earnings. However, recent selling in those East Asian markets has brought the conversation surrounding foreign flows back to India.According to Bloomberg data, Foreign portfolio investors have pulled nearly $23.4 billion from Indian equitiesso far this year, driven by stretched valuations, rupee weakness and softer earnings growth expectations.

Subscribe to enjoy similar stories.PI Industries stock has fallen 11% over the past two trading sessions as pressure in its custom synthesis and manufacturing (CSM) business persisted. CSM revenues have now declined year-on-year for five consecutive quarters. The segment, which contributed about 75% of the agrochemicals maker’s FY26 revenue of ₹6,714 crore, saw revenue fall 16% year-on-year.Weak demand and customers’ shift to just-in-time procurement continued to weigh on the CSM business, where revenue declined 15% in the March quarter (Q4FY26), though that marked an improvement from the 32% drop in Q3FY26.Management said the global crop-protection market remains stuck in a prolonged multi-year downturn, resulting in an uneven recovery.

Subscribe to enjoy similar stories.In the new Netflix documentary series Should I Marry a Murderer?, Caroline Muirhead, a Scottish forensic pathologist, falls in love with Sandy McKellar, a man who, after proposing, reveals to her that he and his brother have committed a homicide. What follows is baffling: Even after Muirhead turns him in to the police, she returns to his side.

Subscribe to enjoy similar stories.There has been growing awareness about credit cards in India, but the number of users still remains low, with 118.6 million credit cards issued as of end-March, a penetration of only 8.5%. This is because of strict credit appraisal processes that leave a large segment of the population underserved.In such a scenario, customers can opt for a secured or fixed deposit (FD)-backed credit card instead of the ubiquitous unsecured card.

Subscribe to enjoy similar stories.Forensic audits have gained significance in today’s world of business as they serve as a useful tool for commercial lenders to investigate fraud by borrowers and/or identify other deep-seated financial irregularities. Forensic auditors are also employed by resolution professionals to report on preferential, undervalued, fraudulent and extortionate (‘PUFE’) transactions for adjudication under India’s Insolvency and Bankruptcy Code (IBC). While there is no single universal definition, several globally recognized organizations have provided widely accepted definitions (and norms) of forensic auditing.

Subscribe to enjoy similar stories.MUMBAI: India’s listed electronics manufacturers are under pressure to defend profitability as the mobile-phone assembly boom slows, prompting a shift towards higher-value industrial electronics.Investors remained jittery through the last fiscal, driven by concerns that slowing consumer sentiment could weigh on the rapid growth that electronics manufacturing services (EMS) firms have delivered so far.In an interview with Mint, Jasbir Singh Gujral, managing director of Syrma SGS Technology Ltd, India’s second-largest listed EMS firm, said, “We’re increasingly looking to capture a larger chunk of contracts from defence, aerospace and med-tech verticals, all of which represent opportunities for original design manufacturing, and also bring significantly higher margins. We’ve already started this transition, and we plan to do more of it this fiscal.”Beyond mobile phones and laptops, EMS firms are expanding into smart metres for electricity boards, aerospace and defence subsystems, railway safety instrumentation, printed circuit boards and display assemblies, and medical devices deployed in hospitals.India’s annual mobile phone shipments have remained subdued since the covid-19 pandemic, with industry estimates pointing to a single-digit decline this calendar year from 152 million smartphones shipped last year.The margin pressure driving this shift is increasingly visible.In FY26, Syrma SGS reported an operating margin of 7.1%, up 2.3 percentage points.