Pre-1947, my great grandfather infront of his ancestral house in present day Whitefield #Bangalore #whitefieldrising – at Bengaluru, India

"𝙃𝙞, 𝙩𝙝𝙞𝙨 𝙞𝙨 𝙎𝙬𝙖𝙩𝙝𝙞 𝙘𝙖𝙡𝙡𝙞𝙣𝙜..." — 𝙨𝙥𝙤𝙠𝙚𝙣 𝙞𝙣 𝙖 𝙙𝙚𝙚𝙥 𝙢𝙖𝙡𝙚 𝙫𝙤𝙞𝙘𝙚 🤣 Someone localized the prompt with an Indian female name, left a default male voice wired underneath, and shipped it. Trust vanished in two seconds. In India, typing is a luxury and voice is the default OS. Demos look great over AirPods and Wi-Fi. Production telephony in India is a different sport: 𝟭. 𝗣𝗲𝗿𝘀𝗼𝗻𝗮, 𝗔𝗰𝗰𝗲𝗻𝘁 & 𝗖𝗼𝗱𝗲-𝗦𝘄𝗶𝘁𝗰𝗵𝗶𝗻𝗴: Calling yourself "Swathi" in a male voice—or drifting into a US accent mid-call—kills credibility. Callers on cellular/PSTN lines in traffic start in English, switch to Hindi or Tamil in turn two, drop into Hinglish or Kannada or Telugu by turn three, and barge in mid-sentence. 𝟮. 𝗦𝘂𝗯-𝗦𝗲𝗰𝗼𝗻𝗱 𝗧𝘂𝗿𝗻-𝗧𝗮𝗸𝗶𝗻𝗴 & 𝗣𝗶𝗽𝗲𝗹𝗶𝗻𝗲 𝗟𝗮𝘁𝗲𝗻𝗰𝘆: In human conversation, anything beyond 500 to 700 ms feels like dead air. 𝟯. 𝗜𝗻𝗱𝗶𝗮 𝗨𝗻𝗶𝘁 𝗘𝗰𝗼𝗻𝗼𝗺𝗶𝗰𝘀: India has among the lowest telecom and contact-center per-minute rates globally. Western-margin stacks get crushed here—tokens, model tiering, and audio caching must fit Indian price points from day one. Recently, I built and tested two telephony voice architectures side-by-side over PSTN WebSockets on Google Cloud: 𝟭. 𝗗𝗶𝗿𝗲𝗰𝘁 𝗦𝗽𝗲𝗲𝗰𝗵-𝘁𝗼-𝗦𝗽𝗲𝗲𝗰𝗵 𝗳𝗼𝗿 𝗗𝗲𝗯𝘁 𝗰𝗼𝗹𝗹𝗲𝗰𝘁𝗶𝗼𝗻 𝘂𝘀𝗲𝗰𝗮𝘀𝗲 - 16 kHz PCM In -> Gemini 3.1 Flash Live (thinking=minimal) -> 24 kHz PCM Out 𝟮. 𝗖𝗮𝘀𝗰𝗮𝗱𝗶𝗻𝗴 𝗣𝗶𝗽𝗲𝗹𝗶𝗻𝗲 (𝗟𝗶𝘀𝘁𝗲𝗻 -> 𝗧𝗵𝗶𝗻𝗸 -> 𝗦𝗽𝗲𝗮𝗸) - 𝗠𝗲𝗱𝗶𝗰𝗮𝗹 𝘂𝘀𝗲𝗰𝗮𝘀𝗲 • Listen: Gemini 3.5 Transcribe Live STT - Speech to Text • Think: Gemini 3.8 Flash - LLM • Speak: Gemini 3.8 Flash-Lite TTS - Text to Speech 𝙒𝙝𝙮 𝙞𝙨𝙣'𝙩 𝘾𝙖𝙨𝙘𝙖𝙙𝙞𝙣𝙜 𝙙𝙚𝙖𝙙? 𝙎𝙥𝙤𝙠𝙚𝙣 𝙖𝙪𝙙𝙞𝙤 𝙞𝙨 𝙡𝙞𝙠𝙚 𝙩𝙤𝙤𝙩𝙝𝙥𝙖𝙨𝙩𝙚—𝙤𝙣𝙘𝙚 𝙤𝙪𝙩 𝙤𝙛 𝙩𝙝𝙚 𝙩𝙪𝙗𝙚, 𝙮𝙤𝙪 𝙘𝙖𝙣'𝙩 𝙥𝙪𝙩 𝙞𝙩 𝙗𝙖𝙘𝙠. (𝙊𝙧 𝙞𝙛 𝙮𝙤𝙪'𝙫𝙚 𝙚𝙫𝙚𝙧 𝙝𝙖𝙣𝙙𝙚𝙙 𝙖 4-𝙮𝙚𝙖𝙧-𝙤𝙡𝙙 𝙗𝙤𝙮 𝙖 𝙡𝙞𝙫𝙚 𝙢𝙞𝙘 𝙖𝙩 𝙖 𝙛𝙖𝙢𝙞𝙡𝙮 𝙬𝙚𝙙𝙙𝙞𝙣𝙜—𝙯𝙚𝙧𝙤 𝙛𝙞𝙡𝙩𝙚𝙧 𝙗𝙚𝙩𝙬𝙚𝙚𝙣 𝙗𝙧𝙖𝙞𝙣 𝙖𝙣𝙙 𝙨𝙥𝙚𝙖𝙠𝙚𝙧, 𝙖𝙣𝙙 𝙮𝙤𝙪'𝙧𝙚 𝙤𝙣𝙚 𝙨𝙚𝙣𝙩𝙚𝙣𝙘𝙚 𝙖𝙬𝙖𝙮 𝙛𝙧𝙤𝙢 𝙨𝙬𝙚𝙖𝙩𝙞𝙣𝙜 𝙩𝙝𝙧𝙤𝙪𝙜𝙝 𝙮𝙤𝙪𝙧 𝙨𝙝𝙞𝙧𝙩.) 𝙄𝙣 𝙧𝙚𝙜𝙪𝙡𝙖𝙩𝙚𝙙 𝙘𝙡𝙞𝙣𝙞𝙘𝙖𝙡 𝙤𝙧 𝙛𝙞𝙣𝙖𝙣𝙘𝙞𝙖𝙡 𝙘𝙖𝙡𝙡𝙨, 𝙩𝙝𝙖𝙩 𝙩𝙚𝙭𝙩 𝙖𝙞𝙧𝙡𝙤𝙘𝙠 𝙚𝙣𝙛𝙤𝙧𝙘𝙚𝙨 𝙜𝙪𝙖𝙧𝙙𝙧𝙖𝙞𝙡𝙨 𝙖𝙣𝙙 𝙨𝙘𝙧𝙪𝙗𝙨 𝙤𝙪𝙩𝙥𝙪𝙩𝙨 𝙗𝙚𝙛𝙤𝙧𝙚 𝙖𝙪𝙙𝙞𝙤 𝙥𝙡𝙖𝙮𝙨. 𝗧𝗵𝗲 𝗕𝗶𝗴 𝗗𝗶𝗳𝗳𝗲𝗿𝗲𝗻𝘁𝗶𝗮𝘁𝗼𝗿 — 𝗚𝗼𝗼𝗴𝗹𝗲 𝗖𝗹𝗼𝘂𝗱 𝗙𝘂𝗹𝗹-𝗦𝘁𝗮𝗰𝗸 𝗔𝗜: Stitching 4 vendors across clouds (ASR + LLM + TTS + hosting) adds margin and network hop tax at every boundary. One full-stack platform—Cloud TPUs & GPUs, Model Garden (open, partner & regional model choice), and frontier + Flash-Lite Gemini models with Cloud Run, Cloud Armor, Firestore, and Google's fiber backbone—changes both latency physics and unit economics. #VoiceAI #GoogleCloud #Gemini

South Western Railway (SWR) has launched a digital life certificate campaign to simplify the annual submission process for retired employees, enabling pensioners to submit their certificates online. Historically, railway pensioners were required to visit banks in person every November to submit life certificates to ensure uninterrupted pension disbursement. The new initiative allows pensioners and family pensioners across the Bengaluru, Hubballi, and Mysuru divisions to complete the process from home. Eligible individuals can submit their life certificates using either the AadhaarFace RD (early access) application developed by UIDAI or the Jeevan Pramaan app. According to SWR, the online submission facility will remain open throughout November. Source: Times of India #SouthWesternRailway #DigitalIndia #Pensioners #PublicServices

Singapore is seeking to hold companies accountable under its 2014 Transboundary Haze Pollution Act as it faces its worst air pollution in a decade, driven by Indonesian wildfires linked to slash-and-burn practices in the paper and palm oil sectors. The Singaporean government has issued legal notices to 10 companies, demanding an end to burning operations. Under the 2014 legislation, entities face fines of up to S$100,000 (US$78,000) per day, capped at S$2mn per conviction. However, no company has ever been fined under the statute due to past difficulties obtaining information from Indonesian counterparts. Home Affairs Minister K Shanmugam stated that Singapore will investigate entities including Asia Pulp and Paper, First Resources, Bumitama Agri, and First Borneo Plantations, adding that the Monetary Authority of Singapore will monitor lenders' risk exposure. The Singapore Exchange has separately queried seven listed firms. In response to regional criticism, Indonesian President Prabowo Subianto stated that foreign-operated companies bear responsibility for the fires and announced intentions to identify them. Source: Financial Times #Singapore #Indonesia #Commodities #ESG

The market share of Chinese smartphone brands in India fell to 67–68% in the July–September quarter, marking an eight-year low, as record-high memory chip costs forced manufacturers to scale back budget models. According to market research firm Omdia, the share of Chinese brands dropped to 68% in the quarter, down from 71% in the prior quarter and 75% a year earlier, well below the peak of 80% recorded in Q2 2020. Counterpoint Research estimated their share at 67%, the lowest level since Q1 2019. Facing wafer-thin margins, major vendors including Vivo, Oppo, and Xiaomi have reduced budget offerings and pivoted toward mid-tier and premium segments to support profitability. Omdia noted that manufacturers have attempted cost optimization over the past four to five quarters through specification cuts. The reduction in entry-level portfolios has opened market share for domestic players like Lava in the sub-₹20,000 tier, where Indian brands reached a 7% market share. Source: The Economic Times #Smartphones #TechPolicy #ConsumerElectronics

Bengaluru's tech ecosystem is restructuring its community meetups toward deep learning, foundational research papers, and interdisciplinary AI collectives, reports The Times of India. Key developments outlined in the report: - Transition from traditional software/framework events to research-focused collectives such as the Bangalore Paper Club, SF Cognitive Science Reading Group, and independent lab Lossfunk. - Lossfunk, established by Paras Chopra, runs a paid residency program without age restrictions, funding high-risk research across machine learning, genomics, neuroscience, and anthropology that conventional venture capital or academia bypasses. - Community-led upskilling is expanding; The Product Folks, a community with over 240,000 members, runs technical sessions, hackathons, and CTO roundtables to adapt to AI disruptions across product, design, and engineering workflows. - Participants and industry architects note that while competing directly with the US and China on foundational models remains capital-intensive, India's immediate technical leverage lies in application layers and AI-assisted deployment. Source: The Times of India #ArtificialIntelligence #TechTalent #DeepLearning #IndiaTech

Europe’s top luxury houses have lost roughly €250 billion in market value this year, led by steep declines at LVMH and Hermès, as demand softens across key markets. Key figures and findings reported: • Market capitalization across Europe's six largest listed luxury groups—LVMH, Hermès, Kering, Richemont, Prada, and Moncler—contracted by a combined €251bn this year. LVMH's valuation dropped by €131.6bn and Hermès by €93.3bn. • Prolonged property downturns and stock market weakness in China have curtailed demand, with Chinese monthly retail sales growth averaging under 0.5% over the past six months. • Third-quarter sales to Chinese consumers fell by mid-teens percentages globally at LVMH's fashion and leather goods unit, and dropped between 15% and 20% across Kering. • Hermès ready-to-wear and accessories sales dipped 2% globally, pressured by Chinese stock declines and scrutiny of offshore wealth, though Birkin and top-end bag sales rose 10.8%. • US luxury demand also moderated, with Citi credit card data indicating spending declines of at least 4% across July, August, and September. Source: Financial Times #Luxury #Retail #Economy #Markets

Chinese technology giants including Alibaba, Tencent, and Huawei are investing billions into Shaoguan, Guangdong province, to develop data centre infrastructure to support Beijing's artificial intelligence ambitions, reports the Financial Times. The municipal government has outlined plans for 23 data centre complexes representing an investment of Rmb111.6bn ($17bn), equivalent to 65 percent of Shaoguan's annual economic output last year. In the first half of the year, energy consumption from data centres surged fivefold, pushing local economic growth to 5 percent, outpacing provincial and national averages. However, local residents report significant environmental and economic friction. Data centres offer few long-term local jobs, with skilled positions largely staffed from major cities and facility positions paying as little as Rmb2,000 monthly. Meanwhile, residents report heavy dust pollution and instances of land repossession without compensation, leaving displaced agricultural workers without income. Source: Financial Times #China #AI #DataCentres #Technology

According to internal workforce data released by Anthropic, the adoption of artificial intelligence agents is altering hiring and work structure inside the company. Key findings reported by the Financial Times include: - At five years old, Anthropic generates between two to four times as much revenue per employee compared to Meta and Google at the same stage. - The share of junior-level technical staff fell from 21% to 14% since early last year, while junior technical hires dropped from 27% to 9%, a shift Anthropic directly attributes to models performing junior-type work. - Employees are increasingly shifting from executing tasks to managing AI agents, prompting higher meeting volumes to manage human coordination. - Technical writers who previously drafted interface copy transitioned into agent prompting and model evaluations. - Hiring managers report shifting emphasis toward judgment and autonomy rather than baseline domain expertise, requiring applicants to demonstrate creative use of AI tools. Source: Financial Times #ArtificialIntelligence #TechWorkforce #Anthropic

How London’s grimiest locations became the stars of ‘Slow Horses’ cnn.com/travel/slow-horses-l…

Anthropic has partnered with UK private equity firm Hg to launch an independent European consultancy designed to sell AI expertise directly to businesses across the continent. Key details from the report: - Operations: The independent company will embed AI consultants and engineers into European enterprises, operating out of hubs in London and Berlin, with a launch scheduled by the end of this year. - Capital: Anthropic will invest balance sheet capital, while software buyout specialist Hg will draw from managed funds, including London-listed HgCapital Trust. - Strategic goals: The venture aims to accelerate AI adoption in Europe while providing Anthropic with new revenue streams to support heavy data centre infrastructure expenditures ahead of a planned IPO. - Market context: The model follows Anthropic's US launch of Ode ($1.5bn planned investment with Blackstone and Hellman & Friedman) and OpenAI's deployment joint venture, directly competing with traditional professional services and Big Four consultancies. Source: Financial Times #ArtificialIntelligence #PrivateEquity #TechNews

Plans for a potential merger between Tesla and SpaceX would create a combined entity valued at approximately $3.5 trillion, placing it among the five most valuable publicly traded companies globally, according to the Financial Times. Key structural and financial elements detailed in the report: - Ownership Structure: A proposed transaction would give SpaceX 85 percent control through super-voting stock, leaving Tesla shareholders with a 20 percent stake and Elon Musk with majority control. - Executive Compensation: Musk could qualify for up to three outsized pay awards valued at approximately $1.7 trillion, comprising up to $550 billion tied to SpaceX, $150 billion linked to xAI, and an existing Tesla restricted stock plan worth up to $1 trillion. - Capital Requirements: The business plan includes scaling AI data centre construction to 10GW of power capacity next year—against an estimated 25-50GW forecast for the total US market—with costs projected to reach half a trillion dollars. - Regulatory Hurdles: Completion requires backing from independent board committees, majority approval from Tesla shareholders, and clearances from global regulators. Source: Financial Times #Tesla #SpaceX #CorporateGovernance #TechMNA