This Week I Learned - Week 27 2026
This Week I Learned -
* Intensive Vibe Coding Course With Google - self-paced Kaggle Learn guide
* Forward Deployed Engineers (FDEs) bridge internal development and real-world deployment by embedding with enterprise clients to build solutions while guiding the product roadmap. FDEs are the "Technical Special Ops" who bridge the gap (The Delta) between a core product and a client’s messy, real-world reality.
* Google DeepMind CEO Demis Hassabis and researcher John Jumper won the Nobel Prize in chemistry for their work on the company’s AlphaFold model, and DeepMind has also made major contributions to meteorology, materials science, and a variety of other disciplines. John Jumper is leaving DeepMind for Anthropic.
* Like Claude Code, Claude Science can autonomously carry out meaningful work when given concise, high-level instructions, and it has access to tools that make it particularly useful for research in computational biology and drug development. Claude Science is a full-featured, standalone product. It prioritizes reproducibility, so that scientists can trace back the source of any figure or result and check it for accuracy and validity.
* "AI-driven speed makes it tempting to use fast generation as a safety net for messy planning. True strategic alignment often stalls because the complexity and planning opacity of doing it the right way feels paralyzing. We find ourselves trapped in a persistent gap between strategic intent and our tactical reality...this compromise was traditionally rooted in resource scarcity. Our real leverage today is less about AI-assisted coding and more about AI-enabled thinking. By shifting our focus away from pure delivery velocity, we can use these tools to model complex topologies, stress-test architectural boundaries, and resolve systemic edge cases before a single line of production code is even written."
* "AI and morality do not observe the same time. AI is developed at the breakneck speed of the start-up culture, driven by an ethos to move fast and run perpetual beta tests on society in the guise of progress. This velocity is fuelled not just by commercial rivalries, but by relentless mathematical innovation spanning from Silicon Valley to Shenzhen. It presents a deeper hurdle for lawmakers worldwide: parliament can govern what a person does, but it can never forbid a mathematical theorem, a discovery, or an equation from being made.
Law in most democracies moves slowly. By the time landmark legislation such as the European Union’s Artificial Intelligence Act or the United Kingdom’s Online Safety Act were painstakingly debated and passed, the specific technical harms they were built to combat had already mutated, leaving an entire generation to grow up inside unaddressed digital vulnerabilities.
If legislation is fated to lag behind innovation, the consequences for democratic societies are not merely regulatory; they are existential. Democracy cannot function if citizens cannot distinguish reality from fabrication. At its core, democratic governance relies on a shared epistemic foundation: a collective agreement on basic facts from which public debate, policy, and electoral choices can flow. When that foundation is systematically undermined, the entire democratic project is threatened. Today, AI-generated disinformation and advanced synthetic media (“deepfakes”) have advanced to a level of fidelity where the human eye and ear can no longer reliably detect forgery.
This vulnerability is hyper-charged by algorithmic manipulation. Big Tech platforms operate on business models engineered exclusively to maximise user engagement. Because outrage, fear, and sensationalism generate the highest click-through rates, platform algorithms systematically prioritise and amplify hyper-partisan content, driving radicalisation. By trapping citizens within hyper-customised echo chambers, these systems normalise online hate and accelerate social fragmentation. In doing so, private platforms exert an unprecedented form of unaccountable power, effectively rewriting the rules of the public square to optimise quarterly corporate profits at the expense of social cohesion.
In an environment where digital adoption outpaces structural digital literacy, the weaponisation of synthetic media and algorithmic polarisation poses a unique threat to India’s pluralistic society.
AI governance cannot remain merely regulatory or technical...it must rise to the level of a constitutional imperative." - Shashi Tharoor
* The Oracle Agentic AI Foundations course and certification exam are free to take.
* Since February 2026, Microsoft has introduced 17 new Certifications and exams.
* ScanQR.org is a web based QR code scanner that supports real-time webcam scanning and image uploads. Runs completely in the browser.
* SignalHire API — access contact information, emails, phone numbers, and social profiles from a global database of professionals.
* Simon Willison's HTML table extractor takes rich text as input, pulls out any tables inside it and offers it as HTML, Markdown, CSV, TSV, and JSON.
* AWS opened its first office in India in Mumbai in 2011, followed by the launch of the AWS Asia-Pacific (Mumbai) Region in 2016.
* Tier-I IT companies typically derive 25-30% of their revenue from their top 25 accounts – mostly Fortune 500 to Fortune 2000 companies.
* India has the world's largest emigrant population, accounting for 6% of all international migrants globally as of 2024.
The treemap shows that the US, UK, and Canada are still favoured, but they are no longer the default destination. Labor migration to the Gulf has flipped the script entirely.
* Amazon.in offers more than 1.6 million products and delivers to every pin code in India
* India is the world's third-largest automobile market, selling over 26 million vehicles annually.
* The Ministry of Electronics and Information Technology (MeitY) has directed (MeitY) has directed Google Android and Apple iOS to remove seven mobile applications including BAT-BMS, SMART BMS, and LOSSIGY from their respective app stores following allegations that they were being misused to remotely disable batteries in e-rickshaws and other electric vehicles.
* The most dangerous bacteria:
Cholera causing bacteria Vibrio cholerae can kill within hours from dehydration if untreated, though oral rehydration therapy makes it highly survivable.
Clostridium tetani (tetanus) has a ~10–50% fatality rate without modern care.
Clostridium botulinum produces the most potent known toxin. Botulism has a high fatality rate without antitoxin and ventilatory support.
Streptococcus pyogenes (flesh-eating disease/necrotizing fasciitis) is rapidly progressive and deadly without prompt surgical and antibiotic intervention.
Diphtheria is a bacterial infection caused by Corynebacterium diphtheriae, which primarily infects humans. Diphtheria spreads from person to person through respiratory droplets (coughing or sneezing) or contact with contaminated surfaces. It is not a zoonotic disease, meaning it does not transmit from animals to humans.
Mycobacterium tuberculosis which causes TB is the deadliest bacterium currently, followed by bacteria causing lower respiratory infections (like Streptococcus pneumoniae) and sepsis-related pathogens.
Leprosy (also known as Hansen's disease) is caused by the slow-growing bacterium Mycobacterium leprae. It primarily affects the skin, peripheral nerves, mucous membranes of the upper respiratory tract, and the eyes. It is believed to transmit via respiratory droplets from prolonged close contact with an untreated infected person. It is not highly contagious, and most people have natural immunity. Leprosy is curable with multidrug antibiotic therapy (MDT). The World Health Organization provides MDT free of charge worldwide. Treatment typically lasts 6–12 months depending on the form of the disease. Early diagnosis and treatment prevent disability and stop transmission. There is no vaccine, but research continues.
* Migraines are hereditary. Rather than being caused by a single "migraine gene," it is a polygenic disorder. This means it involves variations in multiple genes that affect how the brain regulates chemicals (like serotonin), controls blood vessel tone, and processes pain pathways.
* Cryptobiosis, a step beyond hibernation, is a state in which an organism’s metabolism nearly stops, allowing it to survive extreme environmental conditions until favorable conditions return. Cryptobiosis represents nature’s ultimate survival strategy, enabling life to persist in environments far beyond the limits of ordinary biological tolerance.
* Tardigrades, also known as water bears or moss piglets, are a phylum of eight-legged segmented micro-animals. Tardigrades can withstand extreme temperature, radiation, and pressure while in a cryptobiotic state that can last potentially decades to 100+ years.
* Among mammals, the edible dormouse (Glis glis) holds the record for the longest natural hibernation, spending up to 11 months of the year in torpor in the wild.
* The Egyptian desert snail (Eremina desertorum) holds the record for the longest known survival in a sealed, dry state by a land animal — up to roughly 8 years in controlled experiments. This is technically estivation (dormancy during heat/drought), not winter hibernation, but the biological principle is similar: extreme metabolic shutdown.
* Dolphins and other cetaceans practice unihemispheric slow-wave sleep — one cerebral hemisphere sleeps while the other stays awake. This allows them to keep swimming, maintain body temperature, and surface to breathe voluntarily. If both hemispheres slept simultaneously, they would drown. This is one of the most extreme sleep adaptations in the animal kingdom.
Carver is often mistakenly credited with the invention of peanut butter. The Aztecs were known to have made peanut butter from ground peanuts as early as the 15th century. Canadian pharmacist Marcellus Gilmore Edson was awarded U.S. patent for its manufacture in 1884.
* Kaolin or hydrated aluminum silicate is a type of clay found in nature. It is used in skincare to absorb excess oil, cleanse pores, and soothe the skin without over-drying. When kaolin is applied to wounds it speeds up blood clotting.
* Dubai’s rise is a masterclass in smart diversification:
- Started with pearls, fishing, and small-scale trade.
- Modest oil discovery in the 1960s gave them seed money (but Dubai never had Abu Dhabi-level oil).
- They wisely invested that money into ports, airports, free zones, and infrastructure.
- Today, the real money machines are: trade & logistics, tourism, real estate, aviation (Emirates airline), finance, and hosting global events/business.
Oil is now a tiny slice of Dubai’s GDP (under 1-2%).
* Offline coaching institute Aakash Educational Services was acquired by Byju's in a $1 billion deal in 2021, but its stake has since been diluted to a minority. Manipal Health is now the single largest shareholder.
* "Modern life encourages individuals to optimise every dimension of existence. Carers must provide wealth and purpose. Friendships must be meaningful. Vacations must become experiences. Meals must become photographs Personal interests must become busineses. Happiness itself must become evidence. The result is not necesarily greater fulfilment. Often, it is relentless self-surveillance." - Dr Srinath Sridharan
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