Beyond Layoff

 From chaos to calm: Inside Tirumala's AI command centre Securing a darshan ticket is considered a prized spiritual opportunity. Yet until recently, the experience was often defined by long queues, fatigue, and the ever- present risk of overcrowding. Two weeks ago, a jeep driver harassed a pilgrim from Uttar Pradesh on the winding climb to Tirumala’s hilltop shrine in Andhra Pradesh. The devotee, shaken but determined, reached the shrine and filed a police complaint with just the last four digits of the vehicle’s number plate. Amid thousands of cars going to the temple, authorities traced the driver and vehicle in under 45 minutes. Justice was served swiftly and silently, thanks to a new initiative that watches over every corner of the sacred hill. The Tirumala’s Sri Venkateswara Temple, one of the richest and most revered Hindu shrines in the world, draws 70,000-80,000 pilgrims every day, with numbers often crossing 1 lakh on festivals and special days. Securing a darshan ticket i...

Laid off after 25 years in tech, a software engineer shares how a 50%+ savings rate turned job loss into a calm transition. Drawing from his YouTube video transcript, this article outlines the practical strategies that built his financial resilience. Escape Debt Slavery High consumer or educational debt drains savings and creates anxiety, preventing emergency funds from forming. The engineer and his wife faced over $150,000 in school loans post-marriage, amid a pregnancy and post-2008 financial crash instability, with $1,000 monthly interest alone. They slashed spending to $100 weekly beyond rent, worked 80-90 hour weeks—he at his day job, nights building and selling simple Android apps like timers and bird identifiers for $1-2 each—and used a debt snowball method to pay off loans in two years. Smart Housing Choices Buying over renting often saves more long-term, but avoid maxing affordability. Using the "80/20 rule," they bought a modest short-sale house with a big yard in a...

This week, the tech sector took a 7% beating in the US market after traders pointed to a release on the Anthropic website that described how the latest plugin of Claud tool could help “Speed up contract review, NDA triage, and compliance workflows for in-house legal teams.” So, how did Anthropic end up with this sophisticated tool? Anthropic and other AI labs leverage AI-services companies like Mercor and Scale AI that provide “AI model training services.” These platforms help companies and startups create domain-specific AI models and large language models (LLMs). Anthropic’s AI Lab hired dozens of American lawyers via gig contracts to train their model that has now scaled to this release of Claud tool. The result of extensive training is a tool that can be used to “review-contract clause-by-clause against your configured negotiation playbook, with GREEN/YELLOW/RED flags and specific redline suggestions. Use /triage-nda for rapid NDA pre-screening that categorizes...

US authorities are pursuing the revocation of citizenship from Gurmeet Singh, an Indian-origin taxi driver, after discovering he concealed a violent rape and kidnapping conviction during his naturalization application. In 2011, Singh picked up a young female passenger in his Brooklyn taxi late at night; she fell asleep in the backseat during the ride. He diverted to a secluded side street, where she awoke to him on top of her with a knife to her throat, threatening her life if she resisted. Singh bound, gagged, blindfolded, and raped her before releasing her. A Brooklyn jury convicted Singh on May 2, 2014, of first-degree rape and second-degree kidnapping as a sexually motivated felony, following a trial in Brooklyn Supreme Court under Judge Miriam Cyrulnik. On May 12, 2014, he received a 20-year prison sentence from Kings County District Attorney Kenneth P. Thompson, who highlighted Singh's betrayal of his duty to safely transport the victim. Singh naturalized as a US citizen on O...

  AI’s Billion-Dollar Hustle — Endless Grunt Work at the Long Tail in the Gig Economy A couple of weeks ago, I read a New York Times article titled “ The New Billionaires of the A.I. Boom .” It profiled 8–10 companies whose young founders — mostly in their 20s — had built ventures valued at billions of dollars by capitalizing on AI innovations. These entrepreneurs are riding the wave of massive infrastructure investments in data centres by companies like Nvidia, Google, and Microsoft. The eclectic list of AI startups targets niche areas: some, like Perplexity, develop advanced chatbots and search engines building on ChatGPT-style applications; others, like Figure AI, focus on hardware such as humanoid robots. A standout group includes Mercor and Scale AI, which extend the traditional business-services model into “AI model training services.” These platforms help companies and startups create domain-specific AI models and large language models (LLMs). Gig Work’s Familiar Echo D...

  💥Wanted- Software Engineering Expert an Hourly contract💥 $50-$150  per hour Hiring experienced Software Engineering professionals  to support a variety of high-impact research collaborations with leading AI labs. Freelancers will help improve AI systems through work on code validation, prompt refinement, algorithmic evaluation, and model benchmarking. This is a unique opportunity to apply your engineering expertise toward shaping the next generation of intelligent systems. Key Responsibilities Review and refine AI-generated prompts, responses, and code Validate algorithms and software concepts for technical accuracy Provide structured feedback on solution quality and clarity Tag and organize content by topic, difficulty, or language Support benchmarking efforts to assess model capabilities Ideal Qualifications 2+ years of experience in software engineering, technical research, or educational content development Degree in Software Engineering, Computer Science, or a re...