Idle/Random/whatever Thoughts of a Demented/Idle/Whatever Mind

NAIN - The program that might propel Karnataka to the next level

2026-05-14T13:12:07.198+05:30

If you’re looking for proof that the future of Indian innovation is bright, look no further than the NAIN 2.0 project. I recently got the chance to serve on the jury for this Karnataka government initiative, judging pitches from PES Mandya and JSS College Pharmacy, Mysore.

Huge shoutout to the team at IIIT Bangalore for inviting me into this incredible program. It was a masterclass in spotting talent, and honestly, I was blown away.

The energy on the ground was electric. I was consistently impressed by how cleanly the students framed their problems. They didn’t just talk about ideas; they presented meticulously structured solutions. Many of these startup concepts aren't just viable but are genuine game-changers waiting to hit the market.

But the real highlight was the vision. I got seriously amused and inspired by the cohort tackling challenges in the rural sector. Their focus on building solutions for the farm and related industries shows a deep, genuine commitment to changing the landscape of rural India. This isn't just theory, it’s an actionable change.

Beyond the rural focus, the innovation within the pharmacy students was a real catch. These weren't standard drug formulation pitches. They were leveraging technology to create sophisticated solutions for complex health issues. They also were focused on merging herbal formulation with next gen technologies. It’s a powerful demonstration that the next generation of healthcare leaders are blending chemistry with cutting-edge tech.

What truly resonates is the government’s commitment here. By actively pushing students to turn their ideas into ventures and even providing funding support, Karnataka isn't just offering a competition, they are building an ecosystem where innovation is an expectation, not an exception.

This project proves that when you invest in talent and give them the platform, they will build a future we can all be proud of. Highly recommend keeping an eye on this movement!

My Experience at Barcamp Bangalore, Summer 2026 edition

2026-04-26T15:48:00.001+05:30

Stepping into Barcamp Bangalore for the 2026 Summer edition felt less like attending a conference and more like stepping into a nexus point where the future of technology converges with the deepest questions of the human condition. The energy was palpable, the ideas were revolutionary, and the sheer longevity of the event itself was a testament to Bangalore’s vibrant spirit.

It was particularly moving to celebrate the milestone: 20 years of Barcamp Bangalore! Since its inception in 2006, Barcamp has not just been an event; it has been a crucible for innovation, community, and critical thought.

The true magic of Barcamp lies in the diversity of its discussions. Here are some of the most profound takeaways from the sessions I attended:

1. Travel hacks for Vietnam and Southeast Asia - This session was an exploration of the experience with visiting counter culture in East Asia and its parallels with India. It was an eye-opening look at how shared cultural spaces—the casual interactions, the unique atmosphere, the blending of commerce and community—share surprising similarities across vastly different geographies. It prompted a deep reflection on the universal human need for authentic, unmediated social interaction, proving that cultural nuances often mask a core shared human experience.

2. Side Quests - In an age dominated by rigid roadmaps, the concept of the "side quest" resonated deeply. These were discussions on the vital importance of allowing ourselves moments of unstructured exploration, the tangents, the random detours. These are the places where we can simply be ourselves. The session championed the idea that true self-discovery rarely happens on the main path. It thrives in the margins, in the moments we choose to pursue something purely for the sake of our own growth.

3. Where words come from - For anyone fascinated by linguistics, this session was a delightful journey back in time. We explored the interesting origins of various words in the English language. Discovering the etymologies behind common terms is a powerful reminder that language is not just a tool for communication; it is a living archive of human history, carrying with it the echoes of ancient trades, migrations, and evolving societal norms.

4. Fine tuning an LLM as AI girlfriend - The technological sessions were undeniably cutting-edge. One segment focused on the intricate work of fine-tuning a small LLM to create a virtual girlfriend. It showcased the rapid advancements in personalized AI interaction. However, the discussion also brought a necessary dose of reality: the immense hurdles involved in accessing the foundational power of AI. We grappled with the practical difficulties—specifically, the complex process of registering on portals like the India AI portal to secure access to necessary GPUs. It highlighted the gap between technological capability and equitable access.

5. Experiments with first person experience / Mass psychogenic illness - Perhaps the most visceral session dealt with the subjective reality of experience. Speakers ran through experiments designed to understand the first-person experience, the internal landscape of consciousness. They delved into phenomena like mass psychogenic illness, showcasing how collective emotions and shared perceptions can manifest in tangible, almost surreal ways. The examples, ranging from the collective laughter in Tanzania to the compelling narrative of the 'Monkey Man of Delhi,' served as powerful anchors, reminding us that behind every statistic is a lived, felt reality.

6. Data centres and Indian government subsidies - Investing in India's data center sector is a strategic national imperative, not just a business opportunity. When the government actively provides subsidies, it signals a deep commitment to building a resilient, self-reliant digital backbone for the nation. The presence of global giants, like Google securing crucial operational licenses, validates this trajectory, confirming India's position as a vital global tech hub. This investment creates a powerful virtuous cycle: policy incentives spur development, which attracts massive capital, ultimately securing India's technological sovereignty. We no longer rely on pipes to Singapore or US or EU where most of data centres are located today. But with all subsidies, even this we have to be careful about and transparency of the same is something of concern.

What struck me most about Barcamp 2026 was the seamless integration of these disparate fields. We moved fluidly from the architecture of language to the mechanics of LLMs, from the vastness of global culture to the intimacy of individual psychology. There were several other sessions which were happening in parallel and I could not attend.

In a world increasingly segmented by specialization, Barcamp reminded us that our greatest breakthroughs—whether in code, conversation, or self-awareness—happen at the intersections. The ability to appreciate the ancient history of a word while simultaneously fine-tuning a model for a virtual companion, or understanding a collective emotional state through experimental observation, is the very essence of modern intelligence.

If you are looking for inspiration, community, and a rigorous exploration of what it means to be human in the 21st century, then Barcamp is the place to be. It’s not just about learning a new framework; it’s about learning how to see the world and ourselves in greater depth.

Bikaner : My ancestoral town and the hidden city of Rajasthan

2026-04-25T20:52:00.002+05:30

While Bikaner is off the tourist map of most visitors to Rajasthan. But it provides the raw charm of the ancient desert city that no other touristy city does. It has the sophistication of the times and charms of the traditional lifestyles. Tucked away close to the India-Pakistan border, this ancestral home of mine makes you live the history away from the usual museums and in walls of the the narrow, winding lanes of the old city.

Bikaner was established by Rao Bika of the Rathor clan of Rajputs. He separated from his family and established the city, giving up his claim on the Kingdom of Jodhpur which his father, Rao Jodha had established. Bikaner's architectural identity is defined by the haveli's. These centuries old merchant mansions, carved from flamboyant red sandstone, feature intricate jalis (lattice work). Walking through these narrow lanes, one realises why the city is not on the tourist map. Its not an ancient history to be told via museums but the raw living history.

Though the haveli's have been declared heritage buildings, many of them have declined due to neglect by the owners or family disputes. Many of the houses were demolished to make way to build houses with a more modern outlook and facilities, some still survive. The main reason is that the original owners like my great grandfather moved out of Bikaner to Calcutta before India got independence. He was inspired by Swadeshi movement(Make in India movement of the day) and setup a hosiery factory in Calcutta. Our family has been there till I decided to move to Bangalore.

The city of Bikaner was build protected by walls and there were gates built by the kings, like Kote Gate, Goga Gate, Sheetla Gate, Jassusar Gate and Nathusar Gate. Even today when I move in and out of Kote Gate or Goga gate, I can feel the change of time in the architecture of the buildings. The ones inside the gate give a glimpse of ancient architecture with building build of red sandstone bricks while those outside are mostly newer buildings.

The fort of Junagarh stands unique among most forts. Its still privately owned and has been converted into a museum. Unlike many forts, its not build on a hill but on the plain but protected by moats. The kings of Bikaner have been patrons of art and have built the various parts of the fort over generations. Among those, my favorite is Badal Mahal built by Maharaja Dungar Singh. Its walls are painted with blue clouds and a sophisticated system of water channels and air ducts that used natural evaporation to keep the desert heat at bay. Considering that it was built in 1800s, its definitely something of wonder. Besides the usual architectural marvels and paintings, the other most outstanding feature is that all stairs are not equal height, and are just wide enough for just one person. This was slow down the attackers and keep the royalty safe.

Equally captivating were the experiences at the ICAR horse and camel research centres, offering a glimpse into the traditional animal husbandry that forms the backbone of rural life here. The marwari horses and the different camel breeds is something that you can easily miss if you do not visit this place. And to complete the sense of adventure, a visit to the desert dunes at a local resort was pure magic, a perfect, sandy culmination to the entire Rajasthan experience. Besides the traditional food, they also have traditional dance performances which is something you can remember.

However, the heart of Bikaner beats in its community spirit. The evenings are reserved for the Patas. These aren't just gatherings; they are a living demonstration of community. Neighbors and friends converge, sharing stories, laughter and debating the world of politics(interpersonal, local, national and international), weaving the social fabric tighter. It’s in these moments that you truly understand the authentic, unhurried rhythm of Rajasthani life.

No mention of Bikaner is complete without talking about Bhujia which now has a GI tag. But besides this, we have the Meethi Fini which is a unique soft sweet only available during winter months. During summers you can enjoy the comforting texture of Pandhari Laddu and the refreshing burst of different flavors of Chatta (ice gola) loaded with Rabri. The savory taste of Kachori is something which can be enjoyed throughout the year. I learnt the hard way that if you talk in public about the best place to source Kachori in Bikaner you might start a flame war among people.

Of course, no visit to an old city is without its challenges. Walking through the older parts of the city reveals the ongoing struggle against infrastructure. The ancient roads are often narrow and congested, and the open sewage system remains a persistent, difficult problem that highlights the gap between historical charm and modern necessity. Newer parts of the city being developed are better. Healthcare and education are areas where Bikaner still needs a lot of improvement. Its still difficult for most to get access to a good qualified doctor for primary healthcare.

Bikaner is more than just a stop on a map, it’s an experience woven from ancient fortresses, ingenious designs, deep-rooted culture, and unparalleled local flavors. It is a quiet, beautiful corner of Rajasthan waiting to be discovered.

Look back at 2025 was for me

2026-01-02T18:40:00.001+05:30

I have been seeing so many "Echo of 2025" and "Year in Review" posts from my favorite apps like Mastodon, AntennaPod as well as LinkedIn lately. They inspired me to sit down and reflect on my own journey. Initially, I considered a month-by-month breakdown of significant milestones, but I realized that might read more like a calendar than a reflection. Instead, I’ve categorized my year into personal milestones, favorite purchases, memorable vacations, personal projects, and work highlights.

Personal Milestones

I turned 44 this year. According to some research, this is the age when people begin to age more rapidly. I’m not sure I feel the change just yet, but I’ll keep you posted on how things evolve! This was also a unique year for me professionally and financially, as it was the first year I did not draw a traditional salary, focusing instead on building our vision.

Lovely Purchases

1. I finally bought a long-cherished dream car—the Tata Nano. It was a technical masterpiece of its time and is now reaching a "vintage" charm. I was lucky to find one through a friend of a friend at a fair price, avoiding the inflated markups of online marketplaces like Spinny or Cars24.

2. I picked up several USB-to-HDD, IDE/SATA, and M.2 connectors. If you maintain any legacy hard-drive-based systems, these are essential. Using M.2 SSDs as backup devices—and even as backups for my backups—has been a game-changer, and these connectors make the process seamless.

Amazing Vacations

This year was punctuated by three beautiful trips that allowed me to recharge:

Taki, West Bengal: It was interesting to see the river boundary between India and Bangladesh. Its was also eye opening to see how our boundary with Bangladesh is too difficult to contain. We did the mandatory boat ride along the river boundary as well.
Srirangapatna, Mysore: A visit to Payana Car Museum was amazing. Its one of most interesting museums with tons of vintage cars. Railways Museum, Sand Museum and Sea Shell Art Museum are must see once for everyone. My kids especially enjoyed them the most.
BR Hills: We stayed at Gorukana Resort for a night. It was a calm and serene place. It was a much needed break for me. The early morning bird walk where we managed to spot a number of very interesting birds.

Personal Projects

Educational Games for My Kids: I made great use of Gemini CLI and Qwen Code to build a suite of educational games for my children. I developed them as static HTML5 apps and hosted them at apps.100rabh.com.

The Home Backup Server: I set up Syncthing on my old Raspberry Pi 2B (yes, it’s ancient, but it still works!). It now automatically backs up photos from my family’s phones, which I then periodically transfer to an external hard drive. While there are many cloud services available, I’m still enjoying the control of a self-hosted setup.

Actions@Work

Sudama Health: The First Clinic: February was a major milestone when the fruits of our labor became a reality. After months of Abhijit and I coordinating with plumbers, masons, painters, and carpenters, our first Sudama Health clinic opened its doors. We designed it with a modern aesthetic, and it was incredibly rewarding to see that patients felt comfortable walking in. The turnout exceeded our expectations, and our medical team did an amazing job bringing this "weird dream" to life.

Perfecting Telemedicine: Establishing our telemedicine workflow was an uphill task. We built it iteratively, consulting with our medical team and testing different equipment until we found the perfect setup. It took a few months to standardize the process, but we finally moved to a fully remote consultation model that is scalable and uses technology to support the doctors rather than limit them.

Expansion: Once we were confident in our remote consultation model, we built our second clinic. Thanks to our earlier experience, we moved much faster, completing the work in just a few weeks. We maintained our high standards for a clean, modern look—so much so that some locals jokingly asked, "Who are these idiots building such nice clinics in our area?"

Bangalore Tech Summit: This was a fantastic experience. We met incredible people and had many promising discussions that I hope to follow up on soon. A special thanks to Dilip from the Bangalore Bioinnovation Center for providing us with a space at their stall.

It’s been a year of building, learning, and pivoting. I’m incredibly grateful for the progress we’ve made and the memories we’ve created. Cheers to even more exciting, interesting, and joyous things to be done in 2026!

Astrology predictions for year 2026

2025-12-30T18:47:00.001+05:30

♈ Aries (March 21 – April 19): The Great Architect

General Prediction

The year 2026 is nothing short of a cosmic rebirth for you, Aries. As both Saturn and Neptune ingress into your first house, you are the primary vessel for the "Great Reset." The veil of distortion that has clouded your self-perception for years finally lifts, replaced by a sobering yet visionary clarity. You are stepping out of the shadows of "becoming" and into the light of "being." This period represents the start of a 36-year cycle where your physical identity, your willpower, and your spiritual essence merge. You may feel a profound weight of responsibility, yet it is a weight you are uniquely equipped to carry. The North Node’s presence here ensures that every step you take toward authenticity is supported by destiny. You are shedding the armor of the old warrior and donning the robes of a conscious leader. Expect the unexpected as your ruling planet, Mars, ignites your sign in the early summer, pushing you to claim the life you have only previously dared to dream of.

Career

In the professional arena, the transit of Saturn through your own sign demands a masterclass in self-discipline. The days of hiding within corporate structures or playing a supporting role are over. You are being pushed toward sovereign authority. If you have been contemplating an independent venture or a radical pivot in your professional trajectory, the conjunction of Saturn and Neptune in February provides the perfect "launchpad" of grounded inspiration. This is not a year for "quick wins" but for laying foundations that will stand for decades. You will find that your reputation takes on a more serious, respected tone, but this requires you to be accountable for every word and action. Between June and October, leadership opportunities will peak. Use this time to manifest projects that pair your pioneering spirit with practical utility. You aren't just looking for a job; you are looking for a legacy.

Love and Relationships

Romantically, 2026 is a year of deep refinement. With the Great Reset occurring in your house of self, your relationships will naturally reflect the changes happening within. You are moving away from high-friction, impulsive connections toward partnerships that offer both spiritual depth and structural stability. For those in committed relationships, this is a time for "defining the terms"—expect to have serious conversations about the future, shared goals, and personal boundaries. If the connection lacks a soul-level foundation, Saturn may act as the "great dissolver." For the single Aries, the second half of the year is particularly auspicious. As Jupiter enters your fifth house of passion and creativity in late June, your magnetic pull becomes irresistible. You are no longer seeking someone to complete you; you are seeking someone to witness your expansion. A "destined" connection made during this time may feel both fated and profoundly practical.

Finance

Financially, your landscape is shifting toward sustainable innovation. The departure of Uranus from your second house of resources (after many years of instability) allows you to finally ground your earnings. However, the influence of Saturn in your first house suggests that your financial health is now directly tied to your personal integrity and work ethic. There are no shortcuts this year. You may find yourself investing heavily in your own branding or a personal business. While expenses may rise in the spring, particularly around foreign projects or educational pursuits, these are "seed investments" rather than losses. Be wary of "get rich quick" schemes during the Neptune influence; instead, look for opportunities in emerging tech or sustainable industries. The latter half of the year, under the influence of the Leo Solar Eclipse, may bring a windfall related to a creative project you have nurtured in secret.

Family

The domestic sphere offers a sanctuary of "emotional nourishment" as Jupiter moves through your fourth house for the first half of the year. This is a quintessential time for home improvements, real estate acquisitions, or returning to your ancestral roots. You may find yourself playing the role of the family "pillar," the person everyone turns to for grounded advice. Connections with maternal figures or the women in your family are particularly highlighted, offering a source of deep healing. If there have been long-standing family disputes, the "Hansa Yoga" influence of an exalted Jupiter provides the grace necessary for reconciliation. You might feel a strong urge to create a physical space that reflects your new, more authentic identity—whether that means moving to a new city or simply redesigning your current sanctuary to better suit your evolving soul.

♉ Taurus (April 20 – May 20): The Spiritual Alchemist

General Prediction

For Taurus, 2026 is a year of "internal revolution." While the world looks toward the fire of Aries, you are being pulled into the mystical depths of your twelfth house. With Saturn and Neptune beginning their transit here, the focus shifts from the material world to the subconscious. You are undergoing a "cloistered" transformation—a period of spiritual alchemy where old fears, karmic debts, and psychological baggage are finally transmuted into wisdom. This is a year of "letting go" to make room for the new. The long-standing, erratic influence of Uranus in your sign is finally beginning to wane as it prepares to move into Gemini, leaving you with a more refined sense of self and a much-needed break from constant upheaval. You are learning that your true security doesn't come from the bank account, but from the unshakeable peace within. It is a quieter year, perhaps, but one of the most significant in your soul's evolution over the last three decades.

Career

Your career in 2026 is characterized by a transition from the visible to the visionary. While you may feel less inclined to fight for the spotlight, your behind-the-scenes influence is at an all-time high. This is an excellent year for researchers, artists, healers, and those working in large institutions or charitable sectors. The transit of Saturn through your house of the "unseen" suggests that your greatest professional successes this year will come from tasks completed in solitude or projects that require deep introspection. You are being asked to refine your "why" before you focus on the "how." In April, as Uranus enters Gemini, you may experience a sudden breakthrough regarding a creative idea you have been guarding. This marks the beginning of a period where you will find success through unconventional communication or niche digital platforms. Your professional reputation is moving away from "The Builder" toward "The Strategist."

Love and Relationships

In the realm of the heart, Taurus is asked to practice the art of spiritual detachment. This doesn't mean loving less, but loving with less "grip." The Saturn-Neptune conjunction in your house of endings and the unconscious suggests that you are clearing out relationship patterns that have hindered your growth. You may find yourself releasing "karmic" ties or old flames that no longer resonate with your vibration. For those in partnerships, this is a year to explore the spiritual and psychic dimensions of your bond; meditation or shared spiritual practices will bring you closer than any material gift. For the single Taurus, 2026 may be a year of "secret" or deeply private romances. You are looking for a soul-mate connection, not just a partner for the status quo. The entrance of Jupiter into your fourth house late in the year suggests that by the holiday season, you will be ready to introduce someone special to your inner circle.

Finance

Financially, 2026 marks a radical shift in how you value yourself and your resources. As Uranus settles into Gemini (your second house of wealth), your income streams may become more diversified and digital. This is the year to embrace "innovation over accumulation." You might find yourself earning through multiple small ventures rather than one large salary. While this could initially feel unsettling to your "earthy" need for stability, the influence of Jupiter ensures that opportunities for growth are abundant, especially through social networking or community-based projects. Use the first half of the year to build your savings, as the latter half may involve significant expenditures related to the home or family. It is a year to think of money as "energy in motion" rather than a static pile of gold. Investing in your own education or mental health will yield the highest returns in the long run.

Family

Family life becomes your primary source of joy and stability in the second half of 2026. As Jupiter enters Cancer and your fourth house, the "Great Benefic" shines its light on your domestic world. This transit often brings about the purchase of a "dream home," a significant increase in family harmony, or even a new addition to the family. You will find yourself feeling more protective and nurturing toward your loved ones. If there have been issues regarding ancestral property or long-term family secrets, the light of Jupiter will bring resolution and healing. Your home will likely become a hub for social gatherings, filled with warmth and good food. This is your time to "nest" with luxury and intention. By the end of the year, you will feel a profound sense of "belonging," as if the spiritual work you did in the early months has finally materialized into a beautiful, grounded reality.

♊ Gemini (May 21 – June 20): The Mind-Spirit Revolution

General Prediction

Gemini, the year 2026 is your "Arrival." As Uranus, the planet of lightning-fast innovation, enters your sign, you are being electrified by a series of mental and social breakthroughs. You are the "Main Character" of the digital and intellectual renaissance taking place this year. For the first time in nearly a century, your sign is the focal point for a radical upgrade in human consciousness. You will feel faster, sharper, and more restless than ever before, but with Jupiter in your second house of values for the first half of the year, this energy is grounded in a desire for tangible results. The Saturn-Neptune conjunction in your eleventh house of communities suggests you are also the bridge-builder of the new era. You are not just collecting information; you are synthesizing it into a vision for the collective future. You are shedding your "Jack of all trades" persona to become the specialized "Master of the Message."

Career

Your career is set for a "digital metamorphosis" in 2026. With Uranus in your first house, your personal brand is your greatest asset. Traditional roles may feel suffocating; you are being called to lead in fields like technology, artificial intelligence, content creation, or innovative education. Your ability to think three steps ahead of the curve will make you an invaluable consultant or entrepreneur. In the spring, you may feel an irresistible urge to "break free" from a stagnant professional situation. Trust this impulse. The cosmic climate favors the bold, especially those who can communicate complex ideas with ease. Your professional network will undergo a major overhaul as you align with "visionary" collaborators who challenge you intellectually. Look toward the Solar Eclipse in August for a significant "reset" in how you communicate your talents to the world—a new project launched now could achieve global reach.

Love and Relationships

Relationships in 2026 are anything but "boring" for the twins. Uranus in your first house makes you crave freedom and intellectual stimulation above all else. You are looking for a partner who is also a "best friend" and a "co-conspirator." For those in long-term relationships, it is vital to introduce novelty and shared adventures; otherwise, you may find yourself feeling claustrophobic. If your partner can't keep up with your evolving mind, the gap may widen. For the single Gemini, your "magnetic field" is highly charged. You will attract unconventional, brilliant, and perhaps slightly eccentric partners. The first half of the year, with Jupiter in your wealth sector, suggests that you might meet someone through a professional or financial setting. By late 2026, as Jupiter moves into your third house of communication, the "Summer of Love" turns into a "Season of Dialogue," where deep, late-night conversations form the basis of a lasting bond.

Finance

Financially, the first six months of 2026 are your "Golden Window." With Jupiter exalted in your second house, you are experiencing a "Hansa Yoga" effect that can clear old debts and open massive new income streams. This is the best time in 12 years to ask for a raise, launch a product, or invest in assets that appreciate over time, such as gold or real estate. Your intuition regarding money is "100% accurate"—trust your gut on investments. However, as Uranus moves into your first house, your desire for financial independence might lead you to take bigger risks. Balance your "moonshots" with the stability Jupiter provides. In the latter half of the year, your focus shifts from "accumulating" to "sharing." You may spend more on travel, gadgets, or educational tools, but these expenses are justified by the increase in your personal "net worth"—both in dollars and in influence.

Family

The domestic scene in 2026 is vibrant and perhaps a little bit "scattered," as your interests pull you in a dozen directions. The presence of the Lunar Eclipse in Virgo (your fourth house of home) in March suggests a significant "clearing of the decks." You may decide to relocate, renovate, or radically change your living situation to better accommodate your new, more independent lifestyle. Siblings and cousins play a more prominent role this year; you may find yourself acting as the "information hub" for your extended family. There is a sense of "moving on" from old family narratives that no longer serve you. While you remain deeply connected to your roots, you are redefining what "home" means—moving away from a physical location and toward a state of mental freedom. Your family will have to adjust to the "new you," but the transition will be eased by your natural eloquence and charm.

♋ Cancer (June 21 – July 22): The Emissary of Grace

General Prediction

For you, Cancer, 2026 is the year of the "Great Awakening." With Jupiter, your traditional benefactor, exalted in your first house until June, you are draped in a cloak of celestial protection and charisma. This is a rare, once-in-twelve-year transit that marks a pinnacle of personal growth. You are no longer the one hiding in the shell; you are the one leading the tide. The world is finally speaking your language—one of empathy, intuition, and nurturance. However, this expansion is balanced by the Saturn-Neptune conjunction in your tenth house of public standing. You are being called to manifest your dreams into reality, but with a new level of professional discipline. You are shedding the "moody" archetype and stepping into the role of the "Compassionate Authority." The eclipses in the Leo/Aquarius axis will further nudge you to redefine your value system, moving away from seeking external validation and toward a deep, unshakable inner security that radiates outward.

Career

In the professional realm, the conjunction of Saturn and Neptune at the midheaven (10th house) creates a fascinating paradox. Neptune brings a "divine vision" for your life's work, while Saturn demands the blueprints and the sweat equity to build it. You may find that your current career path begins to "dissolve," not as a failure, but to make room for a vocation that feels like a true calling. If you are in a creative, healing, or leadership role, 2026 offers the chance to achieve legendary status. However, you must be wary of "professional fog"—ensure that your contracts are clear and your goals are grounded. Between February and May, a significant breakthrough regarding your public image is likely. You are being viewed as a visionary leader who can navigate emotional waters with executive precision. Do not be afraid to take the helm of a large-scale project; the universe has provided the wind, you simply need to set the sails.

Love and Relationships

Romantically, your cup runneth over. Jupiter in your sign acts as a "magnetic honey," attracting people who are drawn to your warmth and newfound confidence. For the single Cancer, 2026 is one of the most auspicious years in over a decade to meet a "destined" partner—someone who values your depth and matches your emotional intelligence. This is not a year for casual flings but for "soul-level" unions. For those already in a relationship, Jupiter’s influence brings a period of "Renewal and Re-dedication." You may find yourselves expanding your life together through travel, spiritual pursuits, or even a shared business venture. The only shadow to watch is the Saturnian influence in your house of status, which might make you prioritize your career over your partner’s needs during the autumn. Balance is key. By late 2026, as Jupiter moves into your house of values, you will find that your relationships are the foundation upon which your material success is built.

Finance

Financially, 2026 is divided into two distinct acts. The first half of the year focuses on wealth through personal branding. As you expand your presence, your earning potential increases. People are willing to pay for your "essence" and your unique perspective. The second half of the year, starting in June, is when the "Jupiter in Leo" influence takes hold of your second house of earned income. This is a period of significant financial abundance and "Grand Manifestation." You may see the fruits of labor from the past twelve years finally ripening. However, the Leo influence also brings a desire for luxury and "royal" expenditures. While you should enjoy your success, the Saturnian influence reminds you to invest in "liquid assets" and long-term security. Look for investment opportunities in "nurturing" sectors—real estate, organic foods, or wellness technologies. Your financial intuition is exceptionally high this year; if a deal feels "spiritually right," it likely is.

Family

The domestic sphere remains your sanctuary, but in 2026, it also becomes your "throne room." With Jupiter in your sign, you are the undisputed heart of the family. You may find yourself hosting more gatherings, providing a safe harbor for relatives, or even embarking on a massive home renovation that reflects your elevated status. Relations with children or younger family members are particularly blessed, characterized by a sense of playfulness and mutual growth. If there have been ancestral burdens or "family karma" weighing you down, the Saturn-Neptune conjunction provides the tools to finally "dissolve" these old patterns through forgiveness and structured healing. You are breaking the cycle of past generations and starting a new lineage of emotional sovereignty. By the end of the year, your home will not just be a house, but a temple of the peace you have cultivated within yourself.

♌ Leo (July 23 – August 22): The Sovereign’s Return

General Prediction

Leo, prepare for a year of "Crescendo." The first half of 2026 is a period of quiet preparation, a "behind-the-scenes" rehearsal for the grand entrance that occurs in June. While Jupiter moves through your twelfth house, you are undergoing a spiritual detox, shedding the ego-attachments of the last decade. But when Jupiter enters Leo on June 30th, the cosmic spotlight turns directly onto you. This is your "Coronation Year." You are stepping into a twelve-year cycle of expansion, vitality, and personal power. This is amplified by the Solar Eclipse in Leo in August, which serves as a cosmic "reset button" for your entire identity. You are being asked to lead with your heart and to shine your light without apology. While Saturn and Neptune in your ninth house challenge your existing belief systems, they ultimately offer you a "Higher Wisdom" that grounds your natural charisma in a deeper, more philosophical truth.

Career

Your professional life in 2026 is defined by a transition from "Working for the System" to "Being the System." The first few months may feel strangely quiet, as if the world has forgotten your brilliance—use this time for strategy and soul-searching. Once summer hits, the momentum becomes unstoppable. With Uranus in your eleventh house of networking, you will find success through radical collaborations and cutting-edge technology. You are no longer meant to be a solo act; you are the leader of a "Revolutionary Tribe." This year favors Leo entrepreneurs, digital creators, and those in the performing arts. A major professional breakthrough, possibly involving international travel or a high-profile publishing deal, is likely in the late summer. Your challenge will be to manage the "Saturnian Weight" of your new responsibilities. You aren't just looking for applause anymore; you are looking to change the world through your creative authority.

Love and Relationships

In the realm of romance, 2026 is nothing short of "Cinematic." The early part of the year may involve some "karmic clearing" as you release old ghosts from your subconscious. However, once Jupiter enters your sign in June, your magnetism becomes a force of nature. For the single Leo, this is the year you meet a partner who truly "sees" your royalty. This person will likely be an intellectual match who isn't intimidated by your shine. For those in established relationships, the Aquarius/Leo eclipse cycle is testing the balance between "Me" and "Us." You are demanding more freedom and authenticity within your bond. If the relationship is healthy, it will undergo a "Glow-up," becoming more adventurous and spiritually aligned. If it is restrictive, you may find the courage to walk away in search of a partner who celebrates your evolution. Love this year is a "Solar Event"—bright, warm, and impossible to ignore.

Finance

Financially, 2026 requires a "Regal Strategy." While the second half of the year promises growth, the first half demands caution as you navigate the "dissolving" energy of the twelfth house. You may find yourself spending more on spiritual retreats, therapy, or "hidden" investments. However, as Jupiter moves into your sign, your ability to "attract" wealth increases. You are no longer chasing money; you are vibrating at a frequency that draws it to you. The key is to invest in your own "Vessel"—your health, your appearance, and your skills. The August Solar Eclipse could bring a sudden windfall or a lucrative new contract that changes your financial trajectory for years to come. Be mindful of the Neptune influence in your ninth house, which could make "foreign investments" or "legal matters" seem more glamorous than they actually are. Stick to what you can verify, but don't be afraid to dream big.

Family

Family dynamics take on a more "Philosophical" tone in 2026. You are moving away from the role of the "provider" and toward the role of the "mentor." With Saturn and Neptune in your house of higher learning and travel, you may find yourself taking long-distance trips with family members or engaging in deep, existential conversations that bridge the generational gap. Your relationship with father figures or mentors may undergo a significant transformation—perhaps a "softening" of old tensions. Within your own household, you are the source of optimism and strength. However, as you undergo your own "Rebirth" in the summer, your family will need to adapt to your new boundaries. You are no longer willing to sacrifice your joy for the sake of "duty." By teaching your family how to honor your light, you are giving them the permission to shine their own.

♍ Virgo (August 23 – September 22): The Alchemist of the Soul

General Prediction

For you, Virgo, 2026 is a year of "Sacred Transmutation." While the world is focused on outward fire, you are doing the deep, essential work of the eighth house. As Saturn and Neptune begin their long transit through your house of the occult, shared resources, and psychological depths, you are becoming a master of the "Unseen." You are moving past the surface-level analysis you are known for and into a period of profound "Intuitive Wisdom." This is the year you finally merge your meticulous logic with a high-frequency spiritual vision. With Jupiter in your eleventh house of community for the first half of the year, you are surrounded by "Soul Allies" who support your transformation. In the second half, as Jupiter moves into your twelfth house, you enter a "Hermit Phase" of the highest order—a time of divine protection and inner peace that prepares you for your own "Year of the Crown" in 2027.

Career

Your career in 2026 is marked by a shift from "Service" to "Legacy." With Uranus moving into your tenth house of reputation, the professional stability you have worked so hard for may undergo a sudden, brilliant disruption. You might find yourself leaving a traditional path to pursue a "vanguard" career in tech, metaphysics, or social engineering. You are the "Problem Solver of the Future." The Saturn-Neptune influence suggests that you are particularly well-suited for roles involving "Deep Research," forensic accounting, or psychological counseling. You have the ability to see the "rot" in a system and provide the "spiritual cure." In the spring, a collaborative project with a group of visionaries could lead to a significant elevation in your status. Don't be afraid of the "New"—your old ways of working are being upgraded by the universe to handle the complexities of the 2030s.

Love and Relationships

Romantically, 2026 is a year of "Intense Merging." The eighth house focus means you are no longer interested in surface-level compatibility; you want to know your partner's soul, their shadows, and their secrets. This can lead to a period of "High Passion" and "Deep Healing" within a committed relationship. You and your partner may decide to merge your finances or embark on a deep psychological journey together. For the single Virgo, the first half of the year is excellent for meeting someone through your social circles or "Friends-to-Lovers" scenarios. However, the influence of Neptune suggests a need for "Discernment." Ensure you aren't projecting a "saviour" complex onto a partner. By the end of the year, you will find that your standards for intimacy have been raised significantly. You are looking for a "Sacred Union," and you are finally willing to wait for the person who can meet you in the depths.

Finance

Finance in 2026 is "Complex and Potentially Lucrative." The eighth house governs "Other People’s Money," and with Saturn and Neptune here, you may deal with inheritances, tax resolutions, or major investment shifts. There is a "dissolving" of old debts, but also a need for meticulous record-keeping (which, luckily, is your forte). This is an excellent year to seek funding for a visionary project or to restructure your long-term investments. Jupiter’s transit through your eleventh house in the first half of the year suggests that financial gains come through "Social Capital"—who you know is just as important as what you know. In the second half of the year, be wary of "Invisible Expenses" or charitable giving that exceeds your means. You are learning to trust the "Flow of Abundance" rather than the "Grip of Scarcity." Your financial security this year is tied to your ability to let go of the old and embrace the "Infinite Potential" of the new economy.

Family

The family environment in 2026 serves as the "Laboratory" for your emotional growth. You may find yourself dealing with "Deep-Seated" family issues that have been swept under the rug for years. The Saturn-Neptune influence provides a unique opportunity to heal ancestral trauma or to settle long-standing estate issues with grace. You may feel a pull toward "Solitude" within the home, needing a private space where you can process the massive psychological shifts you are undergoing. Your role within the family is shifting from the "fixer" to the "observer." By allowing your loved ones to solve their own problems, you are facilitating their growth as much as your own. The latter half of the year brings a sense of "Divine Protection" over your household. Even if the outside world feels chaotic, your home becomes a "Sanctuary of Peace," where the spirit is nurtured and the soul is allowed to rest

As we move into the third quartet of the zodiac, the celestial energy shifts from the internal alchemy of Virgo toward the external harmonization of the world. For Libra, Scorpio, and Sagittarius, 2026 is a year defined by the Great Bridge—the point where your personal desires must finally align with your social and spiritual responsibilities. With the Saturn-Neptune conjunction occurring in the sector of your charts that governs "The Other," "Daily Rituals," and "Creative Fire," you are being asked to turn your most ethereal dreams into concrete reality.

Here are the detailed predictions for Libra, Scorpio, and Sagittarius.

♎ Libra (September 23 – October 22): The Architect of Union

General Prediction

For Libra, 2026 is a year of profound relational restructuring. You have spent years seeking balance, often by compromising your own needs to maintain the peace. This year, the Saturn-Neptune conjunction at 0° Aries lands directly in your seventh house of partnerships. This is a cosmic "clean slate." The illusions you have held about others—and the masks you wear to please them—are beginning to dissolve. You are learning that true harmony is not the absence of conflict, but the presence of radical authenticity. With the North Node in your seventh house as well, destiny is pushing you toward "Conscious Contract-Making." You are moving away from co-dependency and toward sovereign partnership. The early part of the year may feel like a shedding of skin, as old connections that cannot survive the light of truth begin to fade. However, by the summer, you will feel a lightness of spirit you haven't experienced in decades, as you finally stop carrying the weight of other people’s expectations.

Career

In the professional sphere, 2026 marks your "Ascension to the Zenith." With Jupiter exalted in your tenth house of career until June, you are the recipient of "Divine Promotion." This is a once-in-twelve-year opportunity to reach the pinnacle of your field. Your natural diplomacy is now paired with a rare, authoritative grace that commands respect from superiors and subordinates alike. You may find yourself leading large-scale projects that involve nurturing others or building sustainable institutions. When Jupiter moves into Leo in late June, the focus shifts to your eleventh house of networking and social impact. Your career is no longer just about your own success; it is about the "Collective Good." You will find that your greatest professional gains come through your community and high-level collaborations. If you have been waiting to launch a public-facing venture or a digital platform, the window between July and September is your golden opportunity to capture the world’s attention.

Love and Relationships

Romantically, this is arguably the most significant year of your life. The Saturn-Neptune transit through your seventh house acts as both a "Great Tester" and a "Great Healer." For those in committed relationships, 2026 demands a "Spiritual Re-negotiation." You and your partner must decide if your union is built on a foundation of reality or a shared fantasy. While this sounds daunting, the influence of Neptune allows for a level of "Soul-Merging" that is deeply poetic and healing. If a relationship has reached its natural end, Saturn provides the structural integrity to part ways with dignity. For the single Libra, 2026 is a "Fated Year." You are likely to attract partners who are serious, spiritually mature, and perhaps a bit unconventional. You are no longer looking for a "pretty face" but for a "complementary soul." The entrance of Uranus into Gemini in April electrifies your house of higher wisdom, suggesting you might find love through travel, education, or a shared intellectual passion.

Finance

Your financial landscape in 2026 is one of "Informed Expansion." While Jupiter in your tenth house brings the potential for significant raises and professional windfalls, the Aquarius/Leo eclipse cycle is working on your fifth and eleventh houses, challenging you to align your income with your creative integrity. You are moving away from "trading time for money" and toward "investing energy for legacy." You may find yourself spending more on your social image or professional memberships, but these are strategic investments. Be mindful of the Neptune influence in your seventh house, which can sometimes lead to "blind spots" in business partnerships or legal contracts. Always seek a third-party audit before signing long-term financial agreements. By the end of the year, your wealth will be measured not just by your bank balance, but by the "Social Capital" you have accumulated. Your ability to connect people and ideas becomes your most lucrative asset.

Family

Domestic life in 2026 serves as your "Grounding Wire" amidst a whirlwind of public activity. While your focus is often on the world outside, your home becomes a place of "Philosophical Refinement." You may find yourself acting as the mediator for family disputes, using your newfound clarity to resolve ancient tensions. Relationships with siblings or neighbors are particularly highlighted as Uranus enters Gemini, bringing a sense of "Unconventional Connection" and sudden, exciting news from those in your immediate circle. You might feel an urge to turn your home into a "Hub for Ideas," perhaps hosting salons, study groups, or creative workshops. Your family dynamic is shifting from a traditional hierarchy to a "Consensus-Based Community." By fostering a home environment that celebrates individuality and open dialogue, you are creating a sanctuary that supports your radical personal evolution. You are teaching your loved ones that to be part of a family is to be part of a team of equals.

♏ Scorpio (October 23 – November 21): The Master of Manifestation

General Prediction

For Scorpio, 2026 is the year of "Alchemical Service." You are entering a period where your deep, transformative power is directed toward the sixth house of daily rituals, health, and work. The Saturn-Neptune conjunction here suggests that you are turning your life into a living prayer. You are no longer satisfied with "going through the motions"; you want your every action to have a spiritual weight. You are undergoing a "Bodily Reset," where you are becoming hyper-aware of how your physical health mirrors your psychological state. The errant, chaotic energy that has defined your partnerships for years (due to Uranus in Taurus) is finally starting to shift as Uranus moves into Gemini and your eighth house. This moves the revolution from the "External Other" to the "Internal Depths." You are gaining mastery over your shadows, your fears, and your hidden desires, turning them into a source of unshakeable personal magnetism and practical utility.

Career

Your professional life is set for a "Grand Ascent" in the second half of 2026. While the first half of the year is spent refining your skills and mastering your "craft" in the shadows, Jupiter’s entrance into Leo and your tenth house in June triggers a period of massive visibility and professional "Coronation." This is your time to step into the light and claim your authority. You are viewed as the "Crisis Manager" who can handle the pressures of the new era. Your ability to see the "rot" in a system and provide a "surgical cure" makes you indispensable. Whether you are an entrepreneur, a corporate leader, or a creative, you will find that your reputation precedes you. The Saturnian influence in your house of work ensures that your success is built on a foundation of actual competence rather than just optics. Expect a significant promotion or a "life-changing" career pivot during the Leo Solar Eclipse in August. You are not just climbing the ladder; you are building a new one.

Love and Relationships

Romantically, 2026 is "Intense, Psychological, and Liberating." The departure of Uranus from your seventh house (after seven years of disruption) brings a sense of stability to your partnerships that you haven't felt in a long time. However, as Uranus enters your eighth house, the focus moves to "Sexual and Psychological Intimacy." You are looking for a "Total Merge." For those in relationships, this is a year of "Breaking the Taboos"—you are exploring the deeper, more complex aspects of your bond. It is a year of "Financial and Emotional Re-wiring." For the single Scorpio, you are likely to attract partners who are brilliant, perhaps a bit "Electric," and who challenge your deepest psychological boundaries. This is not a year for "polite" romance; it is a year for "Transformative Encounters." You are learning that vulnerability is not a weakness, but the ultimate source of your power. A connection made during the autumn may feel like a "Meeting of the Minds" that quickly evolves into a "Bond of the Souls."

Finance

Financially, 2026 is a year of "Sudden Breakthroughs" and "Radical Diversification." With Uranus moving into your eighth house of shared resources, your approach to investments, taxes, and passive income is undergoing a digital revolution. You might find success in emerging markets, crypto-assets, or innovative tech-based ventures. This is a year where "Information is Currency." However, with the Saturn-Neptune influence in your sixth house, you must be meticulous with your "Daily Cash Flow." Ensure that your pursuit of "Big Wealth" doesn't lead to neglect of your "Small Balances." Jupiter’s transit through your ninth house in the first half of the year suggests gains through international projects, legal settlements, or educational ventures. In the second half, as Jupiter enters your tenth house, your "Professional Worth" skyrockets. You are learning to value yourself as a "High-Value Asset." By the end of the year, your financial structure will look entirely different—more fluid, more digital, and more aligned with your sovereign power.

Family

The domestic sphere in 2026 is marked by a "Quiet Healing." You are moving away from the "Drama of the Past" and toward a "Routine of Peace." The Saturn-Neptune influence in your house of health and service suggests that you may be taking on a more "caregiving" or "supportive" role within your family. You are the "Solid Rock" that everyone leans on during times of transition. You may find yourself implementing new family "Rituals"—perhaps focusing on shared health goals, organic living, or spiritual practices. Your home becomes a "Laboratory for Well-being." Relationships with maternal figures are particularly blessed in the first half of the year, offering opportunities for "Ancestral Forgiveness." As you heal your own physical and emotional body, you are inadvertently healing the "Family Lineage." You are teaching your family that the greatest act of love is to be "Whole" and "Healthy" within oneself. Your home is no longer a place of "Holding On," but a place of "Letting Flow."

♐ Sagittarius (November 22 – December 21): The Prophet of the New Fire

General Prediction

For Sagittarius, 2026 is a year of "Creative Sovereignty." You are the "Fire-Bringer" of the zodiac this year, as the Saturn-Neptune conjunction occurs in your fifth house of joy, creativity, and self-expression. This transit is asking you to take your "Fun" seriously. You are moving away from superficial pursuits and toward "Disciplined Creativity." You are being called to birth something that has both a "Visionary Soul" and a "Physical Body"—whether that is a literal child, a masterpiece of art, or a revolutionary business. With Jupiter, your ruling planet, exalted in Cancer and your eighth house for the first half of the year, you are also undergoing a "Financial and Spiritual Inheritance." You are being given the resources (both material and psychological) to fuel your expansion. As Uranus enters Gemini and your seventh house in April, your relationships become the "Catalyst" for your growth. You are no longer the "Solo Traveler"; you are the "Leader of a Visionary Caravan."

Career

Professionally, 2026 is a year of "Strategic Alliances." With Uranus moving into your seventh house of partnerships, your career success is directly tied to "The People You Know." Expect sudden, electrifying collaborations that push you into entirely new professional territories. You may find yourself partnering with someone who is a "disruptor" or a "genius" in their field. The first half of the year is excellent for "Securing Funding" or "Managing Resources," as Jupiter in your eighth house brings favors from "Other People's Money." In the second half, as Jupiter moves into Leo and your ninth house, your career takes on an "International and Philosophical" dimension. This is the ultimate transit for Sagittarius—you are meant to teach, to publish, to travel, and to expand your influence across borders. You are the "Global Messenger." Whether you are working in academia, media, or international business, you are being viewed as a "Thought Leader." Your challenge is to keep your "Feet on the Ground" while your "Head is in the Stars."

Love and Relationships

Romantically, 2026 is "Unpredictable and Electrifying." Uranus in your seventh house for the next several years means the "Old Rules" of partnership no longer apply to you. You are looking for a partner who is a "Fellow Traveler," someone who respects your need for freedom as much as you respect theirs. For those in relationships, this is a year to "Re-invent the Bond." You might decide on an unconventional living arrangement or a radical new way of relating. If the connection has become a "cage," Uranus will provide the "Key to the Door." For the single Sagittarius, 2026 is a "Whirlwind." You will attract people from vastly different backgrounds, cultures, and intellectual circles. The Saturn-Neptune influence in your fifth house suggests that while you crave "Freedom," you also desire a connection that has "Spiritual Weight." You are no longer interested in "Casual Romance"; you want a "Sacred Playmate." A meeting during the summer months could feel like a "Jolt of Lightning" that changes your entire philosophy of love.

Finance

Financially, 2026 is a year of "Deep Transformation and Windfalls." The first half of the year, with Jupiter in your eighth house, is one of the most powerful times in a decade for "Legacy Wealth." This could manifest as an inheritance, a successful tax resolution, a major insurance payout, or a lucrative merger. You are learning the "Art of the Deal." However, the Saturn-Neptune influence in your fifth house warns against "Speculative Gambling." While you are naturally lucky, this year requires a "Disciplined Approach" to your creative investments. Don't let the "Glamour" of a project blind you to the "Balance Sheet." In the second half of the year, wealth comes through "Expansion and Education." You may find yourself earning through teaching, speaking, or foreign ventures. Your financial security is tied to your "Knowledge"—the more you know, and the more you share, the more you earn. You are moving from a "Scarcity Mindset" to an "Abundance Mindset," fueled by the belief that the universe is an "Infinite Resource."

Family

The family dynamic in 2026 is centered around "Joy and Creative Legacy." You are the "Inspirer" of your family. The Saturn-Neptune influence suggests you may take a more "Serious" approach to parenting or to your role as a mentor within the family. You are teaching your children (or younger relatives) the value of "Structured Imagination." There is a focus on "Creative Heritage"—passing down stories, skills, and philosophies that define your lineage. Relationships with siblings or extended family members may become more "Dynamic and Intellectual" as Uranus enters Gemini. You might find yourselves embarking on a "Grand Family Adventure" or a shared learning project. Your home is no longer just a "base camp"; it is a "Launchpad for Creativity." By encouraging everyone in your household to pursue their own "Personal Legend," you are creating a family culture of "Sovereign Brilliance." You are teaching your loved ones that to be a Sagittarius is to be "Forever a Student of Life."

♑ Capricorn (December 22 – January 19): The Master of the Inner Temple

General Prediction

For Capricorn, 2026 is a year of "Foundational Alchemy." Your ruling planet, Saturn, joins Neptune in your fourth house of home, roots, and the subconscious. For a sign that usually looks "up and out" toward the mountain peak, you are now being called to look "down and in." This is a year of psychological excavation. The structures you have built your life upon—your family narratives, your sense of security, and your private identity—are being dissolved and reconstructed. You are learning that true authority does not come from your title or your bank account, but from the spiritual integrity of your "inner sanctum." With Jupiter exalted in your seventh house of partnership for the first half of the year, you are not doing this work alone; the universe is providing "Divine Witnesses" to your transformation. You are shedding the "Old Stoic" skin and emerging as a leader who leads from a place of deep, emotional truth rather than mere duty.

Career

Professionally, 2026 marks a transition from "Quantity to Quality." While you are naturally industrious, the Uranus ingress into Gemini and your sixth house of work in April signals a radical shift in your daily operations. You are moving away from traditional corporate hierarchies and toward "Sovereign Systems." Expect a sudden influx of technology or unconventional methods in your workplace. You may find that you can no longer tolerate "busy work"; you want your labor to be a direct expression of your creative intelligence. The first half of the year is exceptionally lucky for contracts, negotiations, and public relations, thanks to Jupiter’s influence. In the second half, as Jupiter moves into Leo and your eighth house, you may find success through high-level investments, grants, or "Passive Income" models. You are no longer just a "worker"; you are becoming a "wealth-builder" who understands that time is your most precious commodity.

Love and Relationships

Romantically, the first six months of 2026 are arguably your "Golden Era." With Jupiter in Cancer (your house of partnership), the "Great Benefic" is bringing growth, protection, and joy to your closest bonds. If you are single, this is a prime window for meeting a partner who feels like "Home"—someone who nurtures your soul as much as they respect your ambition. For those in committed relationships, this is a season of "Great Healing" and shared expansion; you may decide to marry, cohabitate, or embark on a significant joint venture. As the year progresses, the focus moves from "The Other" to "The Merge." Jupiter in Leo in the second half of the year deepens the intimacy in your relationships, pushing you to share your secrets, your fears, and your resources. You are learning the art of "Interdependence," finding that letting someone truly "see" you is the ultimate act of courage for a Capricorn.

Finance

Financially, 2026 is a year of "Strategic Integration." The departure of Pluto from your sign has already lightened your load, but the Saturn-Neptune influence in your house of roots suggests you may be investing heavily in real estate, ancestral land, or home-based businesses. This is a "Long-Game" year. You are moving away from the "Hustle" and toward "Legacy Wealth." The second half of the year is particularly potent for financial breakthroughs, as Jupiter in your eighth house favors "Big Money" moves—think tax advantages, inheritances, or successful venture capital. However, with the Virgo/Pisces eclipse cycle impacting your axis of communication and belief, you must stay vigilant regarding "The Fine Print." Ensure your financial vision is grounded in reality, not just the "Neptunian Dream." Your intuition regarding market trends is sharpening; trust your "Inner CFO" to guide you toward investments that offer both material return and spiritual peace.

Family

The domestic sphere is the "Main Stage" of your 2026 experience. With the Saturn-Neptune conjunction occurring in your fourth house, your relationship with your family of origin—and the physical home you inhabit—is undergoing a "Sacred Reset." You may find yourself caring for an elder, resolving long-standing ancestral "ghosts," or completely redesigning your living space to act as a spiritual sanctuary. This transit can feel heavy at times, as Saturn demands responsibility, but Neptune offers the "Grace of Forgiveness." You are breaking cycles of "emotional scarcity" that may have plagued your lineage for generations. Your home is becoming a place of "High Vibration," where the traditional "Capricorn Walls" are replaced by a more fluid, welcoming energy. By mid-year, you will realize that "Home" isn't just a place where you sleep, but the foundation upon which your entire external world is built. You are finally planting seeds in "Soul-Soil."

♒ Aquarius (January 20 – February 18): The Herald of the New Mind

General Prediction

For Aquarius, 2026 is the year your "Frequency" finally matches the world’s. As Pluto continues its long journey through your sign, you are undergoing a cellular-level transformation, but in 2026, this becomes an intellectual and social revolution. The Saturn-Neptune conjunction in your third house of communication is turning your mind into a "Linguistic Alchemist." You are no longer just the "Observer" of the future; you are its "Architect." You are learning to ground your radical, often "out-there" ideas into practical, systemic solutions. With Uranus, your ruling planet, moving into Gemini and your fifth house, your creative spark is electrified. You are entering a multi-year cycle of "Genius-Level Self-Expression." You are shedding the "Cold Intellectual" mask and embracing a persona that is vibrant, playful, and deeply connected to the collective pulse. This is the year you stop explaining yourself and simply start "Being" the change you wish to see.

Career

Your professional life in 2026 is a "Symphony of Innovation." With Uranus in your fifth house, your career success is directly linked to your "Originality." This is the year to launch the "Unthinkable" project. Whether you are in tech, the arts, or social activism, your ability to "Play" with ideas will lead to your biggest breakthroughs. In the first half of the year, Jupiter in your sixth house of service ensures that your "Workplace Environment" is harmonious and supportive. You may find yourself leading a team of highly skilled, empathetic individuals who believe in your vision. When Jupiter enters Leo and your seventh house in June, your professional visibility explodes. You are no longer working in a vacuum; you are being sought after for high-level partnerships, collaborations, and public-facing roles. You are the "Collaborative Leader" of the new age, proving that "Innovation + Empathy = Impact." Your career is moving from "Individual Effort" to "Collective Symphony."

Love and Relationships

In the realm of romance, 2026 is "Electric, Unconventional, and Grand." The first half of the year focuses on the "Practicality of Love"—how you and a partner support each other’s daily lives and health. But the real fireworks begin in June when Jupiter enters your seventh house of partnership. This is the "Summer of the Soul-Match." For the single Aquarius, this transit often brings a "Larger-than-Life" partner—someone who is charismatic, generous, and perhaps a bit "Solar" in their energy. For those already in relationships, this is a year of "Renewed Passion." You are breaking out of the "Routine" and rediscovering the joy of your union. The presence of Uranus in your house of romance suggests that your love life may take an "Unpredictable" turn—expect the unexpected, and lean into the "Excitement" rather than the "Security." You are learning that love is not a "Contract," but a "Living, Breathing Creative Act."

Finance

Financially, 2026 is a year of "Mental Monetization." With the Saturn-Neptune influence in your third house, your wealth is tied to your "Intellectual Property"—your ideas, your writing, your teaching, and your "Network." This is a year to invest in your own "Mind." You may spend more on education, technology, or travel, but these are the "Engines" of your future wealth. The Virgo/Pisces eclipse cycle in your "Values and Resources" axis (2nd/8th houses) suggests a "Great Balancing" of your books. You are being asked to align your "Spending" with your "Values." You may decide to divest from "Old-School" assets and move into "Impact Investing" or "Tech-Based Wealth." While you may experience some fluctuations in your "Liquid Assets" during the spring, the expansive influence of Jupiter in your career and partnership sectors ensures that "Opportunities for Growth" are never far away. You are learning that in the new era, "Influence is the New Currency."

Family

Family dynamics in 2026 are "Lively and Stimulating." You are moving away from the "Traditional Family Role" and becoming the "Information Hub" for your kin. The third-house focus suggests a lot of activity involving siblings, cousins, and your local community. You may find yourself organizing family trips, reunions, or collaborative projects. However, with Pluto in your sign, you are also "The Mirror" for your family—your personal transformation is forcing them to look at their own shadows. This can lead to some "Intense Conversations" in the autumn, but these are necessary for "Deep Healing." Your home environment is likely to be "High-Tech and High-Concept"—a place where ideas are born and freedom is celebrated. You are teaching your family that "Loyalty" does not mean "Conformity," and that the strongest bonds are those that allow each individual to "Fly." By the end of the year, your "chosen family" and your "biological family" may begin to merge into one vibrant, "Aquarian Community."

♓ Pisces (February 19 – March 20): The Anchor of the Dream

General Prediction

For Pisces, 2026 is the "Moment of Materialization." Your ruling planets, Saturn and Neptune, meet at the very beginning of Aries in your second house of values and resources. This is a historic "Zero Point" for you. For years, you have lived in the "Neptunian Dream," navigating the world through intuition and ether. Now, Saturn is asking you to "Ground the Ghost." You are being given the "Architectural Tools" to turn your spiritual visions into tangible reality. You are undergoing a "Value Reset"—redefining what you truly possess and what possesses you. With Jupiter, your traditional ruler, exalted in Cancer and your fifth house until June, the first half of the year is a "Creative Explosion." You are the "Muse of the Zodiac" right now. The second half of the year focuses on "The Work of the Miracle," as you take your creative breakthroughs and turn them into a "System of Service." You are proving that the most "Spiritual" thing you can do is to be "Productively Present."

Career

Your career in 2026 is marked by "Artistic Authority." The first half of the year is exceptionally lucky for those in creative, speculative, or performance-based fields. If you have a "Passion Project," the universe is handing you the "Stage" and the "Funding" to make it happen. In June, as Jupiter moves into Leo and your sixth house, your career shifts from "Creation" to "Operation." You are being asked to "Scale Up." This is the perfect time to hire a team, refine your daily systems, and focus on the "Craft" of your career. You are becoming a "Master of the Details." With Uranus moving into Gemini and your fourth house, you may find that your "Work-from-Home" life becomes highly innovative and perhaps a bit "Mobile." You might decide to lead a "Digital Nomad" lifestyle or turn your home into a "Creative Studio." You are no longer following a "Path"; you are "Vibrating a Path" into existence.

Love and Relationships

Romantically, 2026 is "Poetic, Fertile, and Deeply Grounded." With Jupiter in your fifth house of romance for the first half of the year, your love life feels like a "Modern Fairy Tale." For the single Pisces, this is one of the best windows in a decade to find a "Heart-Centric" connection—someone who inspires your creativity and honors your sensitivity. For those in relationships, this is a "Fertile" time, whether that means literally expanding the family or birthing a shared creative "Child." As the year progresses, love becomes an "Act of Service." You and your partner are learning how to "Show Up" for each other in the mundane, daily moments. The Virgo/Pisces eclipse cycle lands directly on your "Self/Other" axis, pushing you to "Re-claim your Identity" within your bonds. You are learning that "Healthy Boundaries" are the "Container" that allows "Infinite Love" to flow without drowning you. You are finding the "Sweet Spot" between "Merging" and "Maintaining."

Finance

Financially, 2026 is your "Anchor Year." The Saturn-Neptune conjunction in your second house is the ultimate "Wealth-Building" transit for a Pisces. Saturn provides the "Discipline" and Neptune provides the "Vision." You are being asked to "Get Real" with your money so that you can "Get Free" with your life. This is the year to consolidate debts, invest in "Hard Assets" (like land or gold), and create a "Financial Fortress" that supports your spiritual lifestyle. The first half of the year may bring "Sudden Gains" through creative ventures or "Speculative Luck." However, the message of the year is "Sustainability." You are moving away from "Scarcity Anxiety" and toward "Sovereign Abundance." You are learning that your "Self-Worth" is the "Magnet" for your "Net-Worth." By the end of the year, you will likely have a much clearer, more "Structured" approach to your finances—one that allows you to be generous without being depleted.

Family

Family and home life are undergoing a "High-Frequency Upgrade" in 2026. With Uranus moving into your fourth house, your domestic world is no longer "Static." You may decide to move suddenly, live in an "Unconventional Space," or radically change your "Family Structure." You are "Breaking Free" from the "Emotional Weight" of the past. Your relationship with maternal figures or the "Mother Archetype" is being revolutionized; you are realizing that you are your own "Nurturer." While this might feel "Uprooting" at times, it is actually a "Liberation." You are creating a "Sanctuary" that is as "Modern" as it is "Mystical." In the second half of the year, your focus moves toward the "Health and Well-being" of your household. You are the "Spiritual Healer" of your family, using your "Grounded Dreamer" energy to create an environment of "High-Level Peace." You are teaching your loved ones that "Home" is wherever the "Heart" is "Awake."

Drop a comment below and let me know what you think of these predictions. Since our overlords generated them for fun, any similarity to actual events is purely coincidental.

[8 September 2025] Interesting Things I Learnt This Week

2025-09-09T10:54:00.004+05:30

1. Multi-Token Prediction Reshapes LLM Training Paradigms - This research proposes that training large language models to predict multiple future tokens simultaneously, rather than just the next one, improves sample efficiency. The approach involves the model predicting the next 'n' tokens at each position in the training data using separate output heads on a shared model base. When used as an auxiliary task, multi-token prediction enhances performance in downstream tasks for both code and natural language models without increasing training time. The benefits are more significant with larger models and persist across multiple training epochs. Notably, this method excels in generative tasks like coding, where a 13B parameter model outperforms next-token models by solving 12% more problems on HumanEval and 17% more on MBPP. Additionally, it aids in developing induction heads and algorithmic reasoning on small tasks, and offers up to 3x faster inference speeds with 4-token prediction, even at large batch sizes.

My Take: The technology behind large language models is improving by leaps and bounds. While each day brings smaller, incremental steps, the cumulative effect is a forward surge that makes the tech more efficient and drives down costs—a true game-changer. In my opinion, the real race is not among all the players but specifically between Google and Chinese providers like Deepseek and Qwen. Everyone else is just trying to keep up. OpenAI, once seen as the undisputed leader, seems to have stumbled. The lukewarm reception of GPT-OSS and the challenges faced by GPT-5 suggest that the recent departure of key founding team members may be having a real impact on their releases. This talent exodus is compounded by companies like Meta offering what feel like unsustainable salaries to top AI researchers. Ultimately, LLMs are becoming a commodity, much like databases did decades ago. Open-source models will eventually become just as good as their commercial counterparts—think Oracle versus Postgres. The real winners of this new era won't be the companies that build the models, but the ones that create excellent services using these generative AI tools. While today’s costs for running LLMs are high, the winners will be the innovators who use them to solve problems and deliver valuable services to end-users.

2. How much extra is the gift wrap? - The core message is that presenting a product or service with care and thoughtful presentation elevates it beyond a mere transaction. By "gift-wrapping" your offering, whether through a summary, useful packaging, or any added touch, you transform it into a memorable experience or "story," which is what customers truly value, rather than just the functional aspect.

My Take: Gift wrap doesn't have to be a physical thing. It’s any small, thoughtful act that enhances the value of your core offering. Just like choosing the perfect gift wrap requires careful thought, the small details you give your customers demand the same attention. A simple act, such as offering a cup of tea to visitors at your store, can be a great "gift wrap" for your service. The goal isn't to get a huge reward from every single gesture. Instead, these small acts dramatically increase the perceived value of your primary offering. They show you care, and that appreciation is often the most powerful gift of all.

3. Scientists reverse Parkinson’s symptoms in mice - Scientists at the University of Sydney have uncovered a malfunctioning version of the SOD1 protein that clumps inside brain cells and fuels Parkinson’s disease. In mouse models, restoring the protein’s function with a targeted copper supplement dramatically rescued movement, hinting at a future therapy that could slow or halt the disease in people.

My Take: As the life span of the general public increases, it is sad to expect that diseases like Parkinson's and Alzheimer's may become more common. This is especially difficult when you see your elders fighting these conditions, and it’s natural to hope for a cure. While it may not always be in the news, many Indian institutions are at the forefront of this critical research. Leading centers like the Indian Institute of Science (IISc) and the National Institute of Mental Health and Neurosciences (NIMHANS) in Bengaluru, along with other IITs, are actively engaged in groundbreaking work, from understanding the genetic basis of these diseases to developing novel diagnostic tools and new therapeutic drugs. This research offers real hope for better treatments and a cure in the future.

4. Longitudinal associations between vegetarian dietary habits and site-specific cancers in the Adventist Health Study-2 North American cohort - This study, based on the Adventist Health Study-2 cohort of 79,468 North American Seventh-day Adventists, investigated the link between vegetarian dietary patterns and site-specific cancer risk. Vegetarians (vegans, lacto-ovo-vegetarians, pesco-vegetarians) showed significantly lower risks for total cancers and medium-frequency cancers compared to nonvegetarians. Key protective associations were found for colorectal cancer, stomach cancer, lymphoma, and all lymphoproliferative cancers. Vegan diets were particularly linked to reduced breast and prostate cancer risk in younger individuals. Adjusting for BMI slightly weakened these associations, suggesting a partial mediating role for lower body weight. The study highlights the importance of specific dietary subtypes over broad "vegetarian" categories and supports a protective effect of plant-based diets, especially against gastrointestinal and certain hematologic cancers. While observational limitations exist, the large sample size, rigorous validation, and health-conscious population strengthen the findings. Results suggest that vegetarian diets are associated with lower overall cancer risk, with public health implications, though causality cannot be definitively proven.

My Take: That's a very interesting article, and the results are even more compelling. My personal experience as a lifelong vegetarian, informed by the Jain philosophy of "you are what you eat," makes me believe in the power of diet. However, we can't ignore the findings of this study. It would be important to see a broader study undertaken, not just in the USA, but in other countries as well. The lifestyle of those studied should also be a significant consideration. I believe that in the US, being a vegetarian is often a conscious choice, and those who make that choice may also lead a healthier overall lifestyle. It would be valuable to see these results replicated across different countries and populations to be sure of the findings. The other key factor would be for the research to uncover the exact biological mechanism of how a vegetarian or non-vegetarian diet affects cancerous tissues.

[29th June 2025] Interesting Things I Learnt This Week

2025-06-29T23:50:00.001+05:30

1. The Illusion of Thinking - A recent paper from Apple's Machine Learning Research team challenges the idea that Large Reasoning Models (LRMs) can truly "think." The researchers argue that current methods for evaluating these models, which often use standard math and coding problems, are flawed due to potential data contamination and a focus on final answers rather than the reasoning process. Using controllable puzzles to test the models, the study found that even the most advanced LRMs experience a complete collapse in accuracy when the problem's complexity passes a certain point. Counterintuitively, as problems became more difficult, the models' "thinking" effort decreased, suggesting they "give up" rather than reason more deeply. The research identifies a significant gap between mimicking thought-like patterns and genuine, scalable reasoning, questioning the true capabilities of current AI.

My Take: Thinking is a complex process, and each individual approaches analysis and problem-solving differently. It's a fundamental truth that Large Language Models (LLMs), despite their sophisticated outputs, do not truly "think" in the human sense. Instead, they operate by identifying patterns and features within data to generate responses. Many of us in the field didn't need a specific paper to understand this underlying mechanism; unfortunately, some AI influencers have propagated a skewed perception of LLMs. While their motivations may vary, any engineer with a solid grasp of LLMs recognizes the inaccuracies in much of the popular reporting. I commend Apple for releasing their paper, as it provides a much-needed dose of reality amidst the often-unreasonable narratives surrounding AI.

2. Japan to Begin Clinical Trials for Artificial Blood in 2025 - In a major medical advancement, Japan is set to commence clinical trials for artificial blood by March 2025. This initiative, led by researchers at Nara Medical University, aims to address the critical blood shortages resulting from an aging population and a shrinking donor pool. The artificial blood, created by encasing hemoglobin from expired donor blood in protective shells, offers significant advantages. It eliminates the need for blood type matching, making it universally compatible for emergencies. Furthermore, it boasts a remarkable two-year shelf life at room temperature, a substantial improvement over the less than one-month storage period for donated blood. The trials will initially involve administering small amounts to healthy volunteers to confirm safety before expanding to test efficacy. If successful, this groundbreaking technology could be in practical use by 2030, potentially revolutionizing emergency medicine worldwide.

My Take: The development of artificial blood represents truly remarkable progress in medicine, offering a lifeline in situations where traditional blood transfusions are scarce or problematic. With the potential to bypass issues like blood type compatibility, storage limitations, and the risk of transmitting infections, this innovation could drastically improve outcomes for patients suffering from conditions such as severe blood loss due to trauma, or chronic disorders like Thalassemia and even complications from Dengue. While the current production costs are high, I am optimistic that ongoing advancements and increased efficiency in manufacturing processes will eventually make artificial blood more accessible and affordable, ultimately revolutionizing emergency care and significantly impacting global health.

3. World’s First Carbon Removal Plant Powered Directly by Wind Planned - A pioneering large-scale direct air capture (DAC) plant is planned for the Permian Basin in Texas, notable for being the first to be powered primarily by wind energy. Developed by the company Carbon Engineering, the facility is designed to capture up to 1 million metric tons of carbon dioxide from the atmosphere each year. While a significant step for carbon removal technology, the project has drawn scrutiny. The captured CO2 is intended for use in enhanced oil recovery (EOR), a process that injects the gas into oil wells to extract more crude oil. This link to the fossil fuel industry raises questions about the plant's overall climate benefit, as it will simultaneously help produce more of the hydrocarbons contributing to climate change.

My Take: Healing our planet necessitates the synergistic application of diverse technologies, and while direct air capture of carbon dioxide presents a promising solution, its current cost of approximately $500 per ton makes it a significant investment, especially when compared to the roughly one-third cost of bioenergy with carbon capture and storage. However, relying on a single approach would be shortsighted; what truly excites me is the ongoing exploration and development of various innovative methods for carbon removal, as a multi-pronged strategy will ultimately be essential to effectively combat climate change and restore ecological balance.

4. 42 Free and Open Source Projects Receive Funding to Reclaim the Public Nature of the Internet - NLnet has announced a new round of grants in collaboration with the Commons Fund to support open-source projects that contribute to an open, fair, and trustworthy internet. The call for proposals is now open, inviting individuals, organizations, and ad-hoc teams to apply for funding. This initiative aims to foster the development of digital commons and technologies that are freely available for everyone to use, study, modify, and share. Projects funded will cover a wide range of topics, including but not limited to privacy-enhancing technologies, open standards, and digital infrastructure. The collaboration with the Commons Fund allows for a larger pool of resources to be distributed, thereby increasing the potential impact of the funded projects. The deadline for applications and the specific thematic areas of focus are detailed in the announcement, encouraging innovative ideas that align with the mission of creating a more resilient and equitable internet for all.

My Take: Increased funding for Free and Open-Source Software (FOSS) projects is crucial, and I strongly advocate for all companies to financially contribute to the very projects they utilize. Consider the impact if companies paid even a modest $1 per seat per month for the FOSS they integrate into their operations. While companies like Oracle are notorious for high database licensing fees, the existence of robust open-source alternatives such as MariaDB and PostgreSQL has thankfully mitigated this arm-twisting. It's truly disappointing, however, that many companies, including well-funded unicorns, fail to adequately support these vital FOSS organizations. Initiatives like Zerodha's floss.fund are commendable, and we desperately need more such programs. Only through sustained financial support can FOSS development become a viable and respected career path globally, empowering more companies to build exceptional software without the pressures that led projects like Redis and Terraform to seek venture capital and alter their licensing models.

[21st April 2025] Interesting Things I Learnt This Week

2025-04-21T13:03:00.000+05:30

1. How Major Indian Apps Are Bypassing Google’s Policy to Spy on Your App Drawer? - Report reveals that many major Android apps on the Google Play Store are allegedly bypassing Google's privacy policies to access a list of other apps installed on users' devices. Apps like Swiggy, Zepto, and HDFC are among those seemingly "peeping" into users' app drawers. While some argue this access might be needed for core functionality (like fraud detection in banking apps), the report suggests it's being used for fingerprinting and user profiling. Analysis of AndroidManifest.xml files shows apps use methods like querying by package name or intent signature to extract this data. Concerns are raised about apps like KreditBee, which appear to be profiling users based on the presence of specific apps, including those related to religion and astrology. The report questions Google's enforcement of its policies and the lack of user consent or awareness regarding this data collection.

My Take: Apps have been doing this for ages. Games and loan apps are equally complicit. This isn't just a local issue; it happens worldwide. It's disheartening that Google doesn't take action to stop these kinds of things, even if they are aware. Considering their recent layoffs in the Android team (among others), the situation is likely to worsen. I think we might see a resurgence of companies like McAfee and Norton who could potentially address this. However, I have very little hope.

2. Iris - IRIS and open source app offers a streamlined experience for offline AI model interaction through a redesigned user interface. Key features include direct integration with Hugging Face for model downloads, efficient model management, speech-to-text and text-to-speech capabilities, and hyperparameter tuning for customized model behavior. The app also allows for model benchmarking to measure performance and features improved conversational flow with automatic chat templates. Recent updates have enhanced inference stability, long-running session reliability, and fixed UI issues. IRIS empowers users to manage and utilize advanced AI models with powerful tools, all without an internet connection.

My Take: This is a lovely app. It boasts a beautiful design and, depending on your mobile's capabilities, works locally for many models. This truly represents the future of mobile LLMs. I envision numerous different actions, such as agentic tasks, being powered by apps like these. Apple Intelligence and Gemini, despite their power, will become obsolete due to network requirements. My hope is that developers design these apps with easy extensibility in mind. Having said that, most of today's hardware doesn't meet the requirements for truly powerful LLMs. However, I am optimistic that as hardware improves and software becomes more efficient, they will enable this future.

3. The NSE confusions - Explains the confusion with Nobody, Somebody and Everybody. The work begins with finding the right somebodies, while ignoring the imaginary everyone.

My Take: Seth Godin possesses a rare ability to distill profound ideas into remarkably few words. His statement, "The work begins with finding the right somebodies, while ignoring the imaginary everyone," is particularly insightful. Identifying the "right somebodies" can be challenging, as we often fall into the trap of trying to cater to everyone. Furthermore, the act of saying no, and persuading others to agree to that, stands as one of the most difficult aspects of being a founder or for that matter a product manager.

[23rd March 2025] Interesting Things I Learnt This Week

2025-03-23T22:17:00.002+05:30

1. How Many Decimals of Pi Do We Really Need? - This article explains that even for NASA's highest accuracy calculations, such as interplanetary navigation, only a small number of pi's decimals are needed. For example, JPL uses pi to the 15th decimal place (3.141592653589793). The article illustrates this by calculating the circumference of Voyager 1's distance from Earth, the circumference of Earth, and even the circumference of the known universe, demonstrating that only a limited number of decimal places are necessary for accurate calculations, even at vast scales.

My Take: We often get super excited about accuracy and going to crazy lengths to achieve it. But, honestly, for any everyday functional use of pi, having 3 digits after the decimal gives you really good accuracy, which is usually within the range of error from other stuff anyway. In fact, that article mentions 37 decimals would be enough to calculate the circumference of the observable universe with the accuracy of one hydrogen atom! We should totally pause sometimes and figure out what's "good enough" because the extra gains from more accuracy might not be worth it. But then, why are we calculating the value of pi to billions of decimals? One reason could just be: because we can! But there's another reason, we think pi contains all possible number combinations and could, in the future, be used as a reference to compress data better and maybe even for other things. Pi is one of the most intriguing mathematical concepts, and we've made surprisingly little progress in understanding it over the years.

2. 9 Intriguing Engineering Feats for 2025 - The "Top Tech 2025" report highlights several groundbreaking technological advancements poised to impact various sectors. Key developments include MethaneSAT's public methane emission tracking, the commencement of radioactive waste vitrification at the Hanford Site, and Airhart Aeronautics' user-friendly personal aircraft. Additionally, India's Agri Stack database aims to revolutionize farming, Rocket Lab's reusable Neutron rocket seeks to challenge SpaceX, and Baidu anticipates profitable robotaxi operations. The report also notes Java's 30th anniversary, the advancement of high-bandwidth memory (HBM4) for AI, and the emergence of high-NA EUV lithography for next-generation computer chips.

My Take: This was a super interesting article. Everything mentioned is really cool, but these 3 things totally caught my attention: the Agri database by the Government of India, the Airhart Sling (an airplane anyone can fly), and 30 years of Java. Let me know what you found most interesting!

3. Outliers: Estée Lauder—A Success Story - The podcast discusses the life and success of Estée Lauder, highlighting her journey from creating a homemade face cream to building a multi-billion-dollar global cosmetics powerhouse. It emphasizes her relentless drive, pioneering marketing tactics, and ability to turn obstacles into opportunities.

My Take:I gotta admit, I'd never even heard of Estée Lauder before this podcast. Maybe 'cause their companies aren't that active in India. But hearing about her, especially how she focused on making customers feel good instead of just chasing the money, picking her fights with the big guys carefully, and always building allies by giving out free samples... those are just a few of the amazing things she must've done to get as successful as she did. I hope I can emulate some of the things she did at Sudama Health.

4. Introducing GNOME 48, “Bengaluru” - GNOME 48, codenamed "Bengaluru", release pays tribute to the dedication of the GNOME Asia 2024 organizers. It introduces a suite of enhancements focusing on user experience and system performance. Notable improvements include refined notification stacking, new digital well-being features like screen time limits, and the introduction of the minimalist "Decibels" audio player. The release also features new "Adwaita Sans & Mono" fonts, dynamic triple buffering for smoother performance, and HDR support for compatible displays, alongside Wayland color management and improved Nvidia GPU support. System-level updates include battery health preservation with an 80% charge limit and significant improvements to core applications like Nautilus and the image viewer. Overall, GNOME 48 emphasizes usability and performance, positioning it for inclusion in upcoming Linux distributions.

My Take: I had no idea Gnome Asia 2024 was being held in Bengaluru! Mainly because I'm more of a KDE person, and even this post is written on Firefox (sorry!) on KDE. But I'm glad more open-source contributions are coming from Bangalore. It feels nice to know a project like Gnome recognizes the contributions from here. I know about efforts like Absurd Industries, FLOSS Fund and FOSS United trying to make things happen in other areas too, but I guess we need more effort than just those. A sincere thanks to everyone who helps make this happen.

[16th March 2025] Interesting Things I Learnt This Week

2025-03-18T12:04:00.001+05:30

After a brief hiatus I am back at publishing this. Had been heads down at getting Sudama Clinic operational. Not that I did not learn during this time, but was struggling to find time to pen down all that. Got a little breathing time now, so here is it is.

1. Dillo Browser : Dillo is a remarkably lightweight and fast web browser, prioritizing speed and efficiency above all else. Designed for minimal resource usage, it excels on older or less powerful systems. By focusing on core web functionality and avoiding complex features like JavaScript and advanced CSS, Dillo achieves a streamlined experience. This minimalism also contributes to enhanced security by reducing potential vulnerabilities. Available across various platforms, including Linux and BSD, Dillo caters to users seeking a basic, no-frills browsing experience. Its simplicity makes it ideal for specific use cases where speed and resource conservation are paramount, offering a practical solution for those who require a fundamental browser without the overhead of modern, feature-rich alternatives.

My Take: I recently learned that the Dillo browser has existed since 1999 (a brief history is available here). It's important to have diverse browser options, and I'm glad some people are putting in the effort to build something as complex as a browser today. I am yet to try running it on my system, but it's definitely on my list of things to do. I'm particularly interested in its lightweight design, though it would definitely not be something I would be using everyday.

2. Biofabricated Rhino Horn : Pembient is a biotechnology company striving to combat wildlife poaching through biofabrication. Their core mission centers on creating synthetic rhino horns, genetically and chemically similar to natural ones, aiming to disrupt the illegal trade and protect endangered rhinos. By providing a legal, sustainable alternative, Pembient seeks to diminish the economic incentive for poaching. Beyond rhino horns, the company explores the potential for other biofabricated wildlife products, addressing the trade in various endangered species. Utilizing advanced biotechnology and material science, Pembient is driven by scientific innovation to develop solutions that can effectively reduce the demand for poached wildlife products, ultimately contributing to conservation efforts.

My Take: This lab-grown material concept is amazing! I hope they can do more with it. I wonder if they could also replicate elephant tusks. That would seriously help protect endangered animals from poachers, maybe even make poaching pointless. It's like how lab-grown diamonds are changing the game for blood diamonds, which are way more expensive. I think the same thing could happen to cryptocurrencies if someone figures out how to mine them easily on phones or break the encryption used. In my opinion, those are a few useless markets that shouldn't even exist.

3. Laser light made into a supersolid for the first time - Scientists have created a supersolid from laser light, a first, by firing a laser at a ridged gallium arsenide surface. This formed polaritons, hybrid particles, constrained into a supersolid state. Traditionally, supersolids, exhibiting both solid and fluid properties with zero viscosity, were only achieved with atoms in extremely cold environments. This light-based supersolid demonstrates these same characteristics, proving its unique nature. The breakthrough is significant because light-based supersolids are potentially easier to manipulate than atomic ones, offering new avenues for quantum mechanics research. Future work will explore its structure, potentially revealing fundamental insights into supersolids.

My Take: Room-temperature supersolids could be a turning point in the development of quantum computers. It will likely be some time before that actually happens. As the saying goes, change happens slowly, then suddenly. I predict quantum computing will become the next widely hyped technology available to the masses around 2030. It could happen sooner, but who knows.

4. France runs fusion reactor for record 22 minutes: France has achieved a significant milestone in fusion power by maintaining a plasma reaction for over 22 minutes at the CEA WEST Tokamak reactor. This breakthrough advances the quest for commercial fusion power, which promises unlimited, clean energy. The test focused on maintaining a stable reaction without damaging the reactor. The next steps involve creating longer, hotter reactions, and the data will be used to improve larger machines like ITER.

My Take: Fusion power has been a long-held dream, but only recently have we extended its operation from a few seconds to a few minutes. Fusion reactors will be crucial, and if developed successfully, could potentially make traditional power companies obsolete (hopefully). That has been a long-standing vision of science writers. Until then, we will likely rely on solar power and battery storage for clean energy.

A few thoughts on the Year 2024 was for me

2025-01-02T11:46:00.006+05:30

2024 was a transformative year, marked by both challenges and cherished moments. My journey began with my work on Gemini at Google, an experience that allowed me to collaborate with brilliant minds and contribute to innovative features. However, after several years, I felt a growing desire to make a more direct impact—a feeling I'd been contemplating as I wrote this blog post.

This prompted the difficult decision to leave Google and embark on a new venture. I co-founded a startup called Sudama Health, driven by the mission of providing affordable and accessible healthcare to people in rural and underserved areas of India. I firmly believe that telemedicine can bridge the healthcare access gap and revolutionize the Indian healthcare landscape, where a vast population faces a shortage of healthcare professionals. To achieve this, however, telemedicine needs to evolve beyond simple video calls and incorporate a range of connected medical devices to enable true transformation.

Building Sudama Health has been a phenomenal journey, filled with both validated assumptions and unexpected challenges. From interviewing and hiring doctors and nurses to managing tax filings and navigating banking complexities, we've learned a great deal. I'm thrilled that we now have a dedicated team ready to launch operations soon.

My experiment with a blog series on "Interesting Things I Learned This Week" has also been a rewarding experience. I appreciate the engagement from friends who reached out to discuss my observations, and especially those who pointed out errors. The conversations sparked by these posts are more valuable than mere "likes," and it's gratifying to share my thoughts and connect with others. I also have several smaller personal projects in progress, which I hope to complete and share. These are endeavors I couldn't pursue while employed at Google.

On a personal note, my children have been a constant source of joy and pride. Watching them discover and pursue their passions has been incredibly fulfilling. Teaching them to ride bicycles at Decathlon was a particularly fun experience. I wish I’d known the tricks of cycling when I was learning—I spent far too long falling! I also hope to take them on more vacations in 2025.

Another valuable lesson from 2024 is the unparalleled joy of connecting with old friends. I hope to nurture these connections further in the coming year. I'm deeply thankful for all the friends who made the effort to connect.

Overall, 2024 has been a year of joy, immense growth, learning, and new adventures. I'm deeply grateful for the opportunity to work on projects with meaningful impact. As I look ahead, I'm filled with excitement and anticipation. 2024 feels like a springboard, propelling me toward even greater endeavors in the years to come.

[15th December 2024] Interesting Things I Learnt This Week

2024-12-16T19:40:00.000+05:30

1. Why you should never use !! in Kotlin - Using double-bang operator(!!) is a bad practice; multiple alternatives cover every other possible case. Using it is a hack and a shortcut that will backfire while not saving you much time at the time of writing using it. You shouldn’t use it unless you're writing a short personal script.

My Take: The double-bang operator (!!) which throws null pointer exception in Kotlin might very well be considered "Billion Dollar Mistake." While it offers a concise way to assert that a variable is not null, I believe it's preferable to have slightly more verbose code that explicitly handles nullability and avoids potential runtime exceptions. Null pointer exceptions have plagued programmers for decades, and introducing a feature that can easily lead to them seems counterproductive. I'm uncertain whether all Kotlin linters currently check for excessive or inappropriate use of the !! operator, but if yours don't, I strongly recommend adding such a check.

2. How browsers REALLY load Web pages — Robin Marx - This talk is a deep dive into how browsers decide when to load a specific resource, and all the ways in which you can influence them to modify their behaviour. It looks at a lot of different waterfalls and discuss why each looks the way it does, how to diagnose these issues yourself with advanced tools (like WebPageTest, Debugbear, Chrome netlogs and Wireshark) and how to solve common problems.

My Take: This talk is likely of interest primarily to those with a deep technical interest in web technologies. While most developers can probably manage by adhering to recommended practices and relying on linters to avoid common pitfalls, this presentation delves into the intricate details of how browsers protect users from potentially bad server behaviors. It also underscores why Apache remains a gold standard in web servers. I suspect there are countless similar, lesser-known nuances. In my opinion, every web developer should be aware of these underlying mechanisms. Without this understanding, we risk becoming mere "code monkey" easily replaceable by large language models (LLMs) capable of generating code without much understanding.

3. India witnessed 6 startups achieve unicorn status in 2024; here are the names - India's startup scene boomed in 2024 with six companies reaching unicorn status, a significant jump from just two in 2023. These high-fliers include lending platform Moneyview, electric vehicle maker Ather Energy, ride-hailing app Rapido, travel tech company RateGain, fintech platform Perfios, and AI startup Krutrim AI, which became the first Indian unicorn of the year in January. Notably, RateGain was the only new-age listed company to join the club in 2024.

My Take: The fascination with "unicorn" companies is widespread, reminiscent of my children's obsession with unicorn-themed toys, bedding, clothing, cakes, and parties. I'm pleased to see Ather, RateGain, and Perfios achieve this status. I particularly admire Ather, arguably the leading electric two-wheeler company, for its measured yet impactful growth. They revolutionized the market, and I'm somewhat surprised it took them this long to reach unicorn valuation. Perfios embarked on an ambitious mission to transform personal finance in India, a notoriously challenging endeavor where many end up simply becoming lenders. I'm glad they pursued a more diverse approach. However, I suspect a significant portion of their valuation still stems from their lending activities. RateGain was a new name to me, but their success in helping hotels establish an online presence and avoid vendor lock-in is commendable, justifying their unicorn status. While Moneyview has also achieved this milestone, their aggressive advertising tactics, if their YouTube ads are any indication, may attract regulatory scrutiny from the Reserve Bank of India (RBI). As for Krutrim AI, lesser the said, the better it is I guess. Regarding Rapido, I've encountered predominantly negative feedback. From riders to drivers (or "captains," as they're referred to), the sentiment seems largely unfavorable. The Bangalore subreddit, in particular, is rife with negative experiences. Maybe thats what makes them deserve the unicorn status.

4. Needle-Free: New Nano-Vaccine Effective Against All COVID-19 Variants - It discusses the development of a new nano-vaccine for COVID-19. The nano-vaccine is effective against all major COVID-19 variants. It is administered as a nasal spray and does not require cold storage. It is also less expensive than other vaccines.

My Take: While the acute phase of the COVID-19 pandemic may be behind us, and widespread vaccination campaigns may be winding down, this particular development focuses not on COVID-19 itself, but on a novel nano-vaccine technology. This innovative approach involves a nasal spray administration and eliminates the need for cold storage, a significant logistical advantage. It's reasonable to expect researchers to explore applying this method to vaccines against other diseases. The fact that this research is originating from Portugal, rather than the United States, is also encouraging, given the new Trump administration is very much against vaccines.

[8th December 2024] Interesting Things I Learnt This Week

2024-12-09T20:24:00.000+05:30

1. Llama 3.3 - Llama 3.3 70B model offering similar performance to the Llama 3.1 405B model, allowing developers to achieve greater quality and performance on text-based applications at a fraction of the cost.

My Take: Meta continues to impress with each new release. Their recent claim that the 3.3 70B model performs as well as the 3.1 405B model is particularly noteworthy. This rapid progress suggests that these powerful models could soon be running on personal computers or even directly in web browsers.Meanwhile, OpenAI's recent move to introduce a $200 monthly subscription for advanced access to its models raises questions about its long-term strategy. While the initial novelty factor might justify such a premium, it seems excessive, especially for users in regions like India. It's likely that we'll see highly capable language models running on mobile devices within the next six months, potentially even before desktop deployment. My experience with a Llama 3.2 1B model on a Pixel 8 device was surprisingly fast, hinting at the future of accessible AI. The rapid commoditization of LLMs is excellent news for everyone.

2. Mathematical Thinking Isn’t What You Think It Is - David Bessis, author of Mathematica: A Secret World of Intuition and Curiosity, argues that mathematical thinking is not just about solving equations, but also about a way of approaching problems. It criticizes the traditional teaching method that emphasizes memorization and procedures, and suggests that math should be taught as a way of thinking creatively and critically. The article then provides tips on how to improve mathematical thinking, such as focusing on understanding concepts rather than memorizing formulas, and practicing solving challenging problems. Finally, it concludes that everyone can benefit from developing their mathematical thinking skills, as they are applicable to all aspects of life.

My Take: It's a fascinating perspective on mathematics. His statement, 'Math should be thought of as a dialogue between reason and instinct, between language and abstraction,' really struck a chord with me. With so much math out there and countless techniques to explore, it's easy to get lost in the details. Mathematics is a blend of various philosophies and concepts, each expressed in different ways to help us better understand the world. While multiple paths can lead to the same conclusion, though some are more efficient than others. Intuition guides us toward the most promising route. On the other hand, concepts like probability and statistics might seem counterintuitive, but they are backed by rigorous proof. I agree with David's view that we shouldn't limit ourselves to a particular mathematical approach. I also found his observation intriguing: everyone is subconsciously doing math, even if they're unaware of it. I highly recommend reading the article; it's well worth your time.

3. How might drinking coffee alter your gut microbiome? - Recent research suggests a potential link between coffee consumption and the composition of our gut microbiome. Specifically, coffee may significantly increase the levels of a type of bacteria called Lawsonibacter asaccharolyticus. A new study strengthens the existing evidence that coffee could promote the growth of this bacterium in the gut, potentially contributing to the health benefits associated with coffee. Experts caution that it is still too early to draw definitive conclusions, but incorporating coffee into your diet may enhance the composition of your gut microbiome and support overall health.

My Take: Science Friday introduced me to microbiome as the various micro organisms living in our body. We are what we eat, is what comes out of this article in short. One need not have large amounts of coffee to affect the gut microbiome, even a moderate amount is enough. Though the research is not very conclusive and till that happens, I guess coffee in moderation should not be a source of anxiety but rather comfort. In other news, I intent to cut down on my coffee intake by limiting it for social occasions. This is a challenge my kids have put me on for the year 2025. So cheers to that.

4. Coin flips don't truly have a 50/50 chance of being heads or tails - This research delves into the physics behind coin flipping, challenging the long-held notion of a 50-50 chance for heads or tails. The study reveals a bias towards the initial side of the coin, suggesting that it's more likely to land on the same side it starts from. This intriguing finding underscores the intricate mechanics at play during a seemingly simple act, inviting further exploration into the world of probability and physics.

My Take: As kids, many of us suspected that coin tosses weren't always fair and the starting position had some advantage. This recent research, recognized by the Ig Nobel Prize 2024, confirms our suspicions. It reveals that the environment surrounding a coin toss can significantly influence the outcome. While I initially dismissed such claims as unfounded, the prestigious award lends credibility to this intriguing study. It raises the question of whether a coin toss conducted in a vacuum would yield different probabilities. This research challenges our long-held assumptions about the randomness of coin tosses and opens up new avenues for exploring the subtle factors that can impact seemingly random events. I guess the big lesson is, we still dont understand everything and science just takes a step closer to the truth each passing day.

[1st December 2024] Interesting Things I Learnt This Week

2024-12-02T20:25:00.000+05:30

1. C++ Pitfalls - this article, explains some of the pitfalls you can fall into when programming in C++ and shares their experience with them. This includes Operator precedence, Arithmetic conversion rules, Right bit-shift, Implicit conversions and Order of evaluation.

My Take: We've all read about JavaScript's quirks, leading to unexpected outputs. But let's remember that such behaviors aren't unique to JavaScript. Even languages like C and C++ have their share of ambiguities and compiler-specific behaviors. While it's tempting to dive deep into these intricacies, I've found that focusing on clear, consistent, and unambiguous code is often more practical. However, understanding these nuances is essential for any experienced programmer. It helps us avoid pitfalls and write robust, reliable code. Remember, mastering a language isn't just about writing "Hello World." It involves delving into its intricacies, including its counterintuitive and ambiguous corners. BTW I had fun reading one page articles from https://pagedout.institute, I am sure you would too find them interesting.

2. Sleep sort - Sleep sort is a quirky sorting algorithm where each number in a list is assigned a thread that sleeps for a duration equal to the number's value. After waking, the thread prints the number. Smaller numbers print first, effectively sorting the list.

My Take: This is more of a fun concept than a practical sorting method. It's computationally expensive, unreliable due to system timing variations, and has limited real-world applications. However, it demonstrates the diversity of approaches to problem-solving. As engineers, we should always be in search of unconventional ideas.

3. The Forgotten Story of How IBM Invented the Automated Fab - In the 1970s, IBM's Bill Harding envisioned a revolutionary leap in chip manufacturing: a fully automated fabrication line capable of producing integrated circuits in under a day. This ambitious project, known as SWIFT, aimed to redefine the semiconductor industry. Harding and his team at IBM's Manufacturing Research group pioneered groundbreaking innovations, including robotic automation, computer-controlled processes, and advanced cleanroom environments. While the one-day goal was never fully realized, SWIFT's legacy is undeniable. Its advancements laid the foundation for the highly automated and efficient fabrication processes that are the backbone of today's technology-driven world.

My Take: This article provides a fascinating glimpse into IBM's rich history and its significant contributions to the digital world. IBM once embodied ambition and innovation, pushing the boundaries of technology. While it may now be perceived as a slow-moving company, its legacy remains undeniable. Similarly, Google, once a pioneer of innovation, faces the risk of becoming another IBM. The ability to challenge the status quo and embrace ambitious projects is crucial for long-term success. Although Facebook has faced criticism, its investments in AR, VR, and LLMs position it for future growth and influence.

4. Scientists create portable, miniature high-speed ‘electronic nose’ that outperforms mice - The article discusses a new electronic nose created by scientists at the University of Hertfordshire. The device is roughly the size of a credit card and can identify odors within tens of milliseconds. It has been tested on a range of stimuli, including pineapple, banana, eucalyptus, and cheese. The device has been proven to outperform mice in distinguishing rapidly switching odors.

My Take: While we've made significant strides in vision, sound, and touch sensors, developing reliable olfactory sensors remains a challenging endeavor. Although we can create highly specific sensors, replicating the broad range of human or animal olfactory capabilities has proven difficult. Imagine the limitations of a world perceived only in black and white. Controlling temperature precisely is a key factor in detecting odors reliably which these folks have achieved. While we may not have reached canine-level olfactory sensitivity, even achieving rodent-level capabilities is a remarkable achievement.

[24th November 2024] Interesting Things I Learnt This Week

2024-11-25T20:23:00.004+05:30

1. AI Makes Tech Debt More Expensive - The core argument is that generative AI significantly widens the gap between codebases with low and high tech debt. Companies with clean code can leverage generative AI to write code much faster, while companies with messy legacy codebases struggle to adopt these new tools. This widens the gap between the two codebases, making tech debt even more expensive for companies with outdated systems.

My Take: Legacy systems inevitably accumulate technical debt. A common analogy for this is the state of urinals over time: missed targets lead to increasing mess, keeps pushing people away from urinals and leading to more mess in turn. AI-powered coding tools could potentially accelerate the accumulation of tech debt. However, skilled engineers can leverage AI to reduce and even eliminate it. Ultimately, AI is just a tool, and human judgment remains crucial for making informed decisions. I hope AI will be used responsibly to drive positive outcomes.

2. Make It Yourself - Across the world creative people are making high quality things of all kinds and sharing their work freely with all of humanity. Make it Yourself showcases this incredible talent, bringing together over 1000 useful DIY projects to demonstrate just what is possible when you make things yourself.

My Take: It is an awesome collection of interesting DIY projects. It includes things like telescopes, gamepads, keyboards and many other things. If you are a maker enthusiast, this is definitely a good source of curated projects to get started with. These projects go beyond just 3D printing or electronics but bring about the amalgamation of these to make an awesome product. Some of the links did not work for me, but I was able to find these projects elsewhere. So dont get disheartened when the links do not work, it might have found another home.

3. Artificial Photosynthesis Breakthrough: Revolutionary Gel Turns Sunlight Directly Into Clean Fuel - Scientists have developed a new hydrogel that can convert water into hydrogen fuel using sunlight. This hydrogel mimics plant photosynthesis, a process that could revolutionize sustainable energy production. The gel is packed with functional molecules that work together to replicate the natural process of photosynthesis. Unlike older techniques, this hydrogel can prevent these molecules from clumping together, allowing it to produce more hydrogen fuel. This breakthrough could pave the way for a more sustainable future in the energy sector.

My Take: While this is a significant breakthrough, widespread industrial adoption may take time. I couldn't find specific efficiency gains compared to traditional electrolysis. However, as we gain a better understanding of this process, we may see improvements in efficiency. IMHO hydrogen fuel holds promise as a superior energy storage solution compared to lithium or sodium batteries.

4. Atoms transferred between optical tweezers via quantum tunneling in a first - Optical tweezers, a 48-year-old technology using focused laser beams to manipulate microscopic objects, have been used by researchers at the Technion Faculty of Physics to transfer atoms between traps via quantum tunneling. This quantum phenomenon allows particles to pass through barriers they classically cannot. By controlling the distance between three optical tweezers trapping ultracold fermionic atoms, the researchers manipulated the tunneling rate. Interestingly, atoms were efficiently transferred between outer tweezers due to destructive interference in the middle trap, making the probability of finding an atom there nearly zero. This breakthrough could significantly advance quantum physics and lead to new quantum platform development.

My Take: Another week, another quantum leap! The ability to precisely manipulate atoms is truly astonishing. This groundbreaking achievement opens up new possibilities for creating ultra-thin, precise layers of elements for semi-conductors. It may even enable significant reductions in impurities. The potential applications of this technology seem limitless. I eagerly await the day when Indian labs contribute to such groundbreaking advancements.

[17th November 2024] Interesting Things I Learnt This Week

2024-11-18T19:30:00.000+05:30

1. Booleans are a trap : Booleans, while seemingly simple, can introduce complexity and limitations into domain modeling. When used to represent complex states, booleans can lead to unclear code and potential errors. To avoid these pitfalls, consider using enums or enum sets. These approaches provide a more expressive and maintainable way to model complex states in your applications.

My Take: I wish I had learned this earlier in life. When working with Google Docs, I realized the limitations of booleans. Expanding boolean-based behaviors often led to adding more fields, making the system complex. Enums would have provided a simpler solution. The problem wasn't just the booleans themselves, but also the need to pass them through multiple layers of the stack, often requiring additional parameters. Another important aspect of enums is the inclusion of an "enum not specified" state. This state explicitly indicates that an enum value hasn't been set, which can be useful in various scenarios. But I guess one that it categorically specifies that the enum not been set, should be good enough to follow this convention IMHO.

2. Penpot : Penpot is a free and open-source design and prototyping tool that simplifies the collaboration between designers and developers. It allows designers to create stunning user interfaces, interactive prototypes, and design systems, while developers can directly export the designs as clean, usable code (CSS, SVG, and HTML). This eliminates the need for time-consuming handoffs and ensures a seamless transition from design to development. By fostering real-time collaboration and promoting open standards, Penpot streamlines the entire design process, making it an invaluable tool for teams of all sizes.

My Take: Figma currently dominates the design tool market, with few viable alternatives. Penpot is a promising competitor that focuses on core wireframing and design features, without relying on AI or generative AI. I installed it as a Docker instance and found it to be an amazing tool which gets the work done. I followed a few simple steps mentioned in their docs to install it.

3. The Strategy Questions : Seth Godin shares a few of the over 500 questions from his latest book 'This is Strategy'.

My Take: Seth Godin's work deserves a dedicated spot on my blog, as it often sparks an interesting thought process. Asking questions is a powerful tool for clarifying thinking and defining strategies. My cofounder and I frequently use this approach to refine our startup plans. I'm looking to use this framework of questioning into our strategic planning process.

4. https://isp.netscape.com/ - A 90s website from a company from 90s showing you all the news with less distractions powered by AOL which is also owned by Yahoo!!!. Also has a free download of browser called Netscape which is fork of, you guessed it right, Chromium. I would not recommend anyone to download it

My Take: A recent Mastodon post by @mjdxp@labyrinth.zone unearthed a fascinating fact: a long-established website still exists! But the real shocker came with the ownership details. Who would've guessed that Netscape, AOL, and Yahoo are all ultimately under the umbrella of Verizon? It's mind-blowing that the new internet's powerhouses are now owned by a legacy player – a descendant of the Bell System's Baby Bells!

[10th November 2024] Interesting Things I Learnt This Week

2024-11-11T11:18:00.002+05:30

1. One Company A/B Tested Hybrid Work. Here’s What They Found. - Recent research has revealed that a hybrid work model, where employees work from home three days a week, can significantly boost employee satisfaction and reduce turnover rates. This not only improves employee morale but also saves companies millions of dollars in recruitment and training costs. To successfully implement a hybrid model, businesses should prioritize rigorous performance management systems, coordinate team and company-wide schedules, and secure leadership support. Moreover, executives should experiment with different management practices to optimize their approach and maximize the benefits of hybrid work.

My Take: There have been too many debates about remote work versus office work. I would have loved to see data comparing the effectiveness of remote, hybrid, and office-based work. I've worked at companies that mandated office work, like Tata Elxsi, where we didn't have laptops and had to rely on office desktops. I've also worked in hybrid models at Adobe, Intuit, Adnear, and Google (pre-pandemic), where attendance wasn't a major factor. At Adnear, as a startup employee, I was often on-call, even when working remotely. The push for mandatory office work often seems to stem from incompetent management and poor hiring practices. If a manager is uninspiring and micromanaging, forcing employees into the office might seem like the only solution. However, with the right communication, tools and performance metrics, remote and hybrid work can be just as effective as traditional office work. But I would also say, there is no one size fits all solution.

2. San Francisco's Train System Is Still Run on Floppy Disks. It May Finally Get an Upgrade. - San Francisco's Train System Is Still Run on Floppy Disks. It May Finally Get an Upgrade. Officials approve a $212 million plan to replace its wildly outdated train control system.

My Take: It's interesting to learn how floppy disks have survived this long. I do have a few floppy disks, but I doubt I could read anything from them now. I have great respect for old technology that is still functioning well and maintaining critical systems. However, I imagine the maintenance of these systems is a nightmare. Sourcing floppy disks and ensuring their reliability must be incredibly costly. I'm sure the $212 million budget is for replacing more than just floppy disks. In my opinion, every piece of tech needs to be replaced every decade or so. If there is a tech which is older, maintaining that is going to be a nightmare. Once a decade is over, its best to look at revamping that system IMHO.

3. Screenshot to Code - Convert any screenshot or design to clean code (with support for most frameworks)

My Take: Adobe built a PSD to HTML tool a long time ago, but I don't think it always worked well. I hope this one works better. I haven't tried it yet, but the repetitive promotional tweets on the homepage aren't very inspiring. If you try it out, let me know how it goes.

4. At All Costs - If one of your principles is, “win at all costs”, then you have no other principles.

My Take: Principles are your compass in life. You may have many principles. But if your core principle is 'win at all costs,' it will leave you very poor. You will lose friends and respect. All I would say, choose your principles carefully.

[3rd November 2024] Interesting Things I Learnt This Week

2024-11-04T18:56:00.002+05:30

1. Transforming CSV Files into Graphs with LLMs - This is a step by step guide including code to transform csv files into graphs. There are prompts, python code and samples provided in it.

My Take: This is an excellent approach to streamlining data cleaning, a task that often consumes a significant portion of a data engineer's time. By leveraging the power of LLMs, we can potentially reduce this effort significantly. However, it's important to note that not all LLMs are equally effective for this purpose. Fine-tuning LLMs specifically for data cleaning tasks could further enhance their capabilities. I'm eager to learn more about this promising technique and its potential applications. Do let me know if have something interesting to share.

2. SOFA Start Often F*** Achievements - The SOFA principle advocates for starting numerous projects and finishing few. This approach prioritizes gaining diverse experiences and skills over completion. By frequently initiating new endeavors, individuals can unlock their creativity and become more versatile. Whether it's reading, coding, learning a new language, or pursuing creative projects, the focus lies on the journey of exploration rather than the final outcome.

My Take: The primary goal of any endeavor should be learning. The SOFA principle is a unique approach that aligns with this philosophy. As a generalist and polyglot, I've found that learning diverse skills has been incredibly rewarding. In today's rapidly evolving technological landscape, continuous learning is essential. The SOFA principle teaches us to experiment without the pressure of completion. Even if a project remains unfinished, the knowledge and skills gained along the way are invaluable. @shreekumar3d's "A Long Running DIY Workshop" is an excellent example of this approach. It offers a platform for hardware enthusiasts in Bangalore to collaborate and learn. By participating in such initiatives, individuals can embark on a journey of discovery, even if their projects don't reach completion they can still provide you insights would otherwise would not have gained .

3. Planning for life on Mars - The article highlights a fascinating experiment conducted on Mars-like soil simulant. Researchers successfully grew tomatoes, peas, and carrots in this simulated Martian environment, opening up possibilities for future human colonization of Mars. While challenges like water scarcity and extreme conditions exist, researchers are exploring innovative techniques to create sustainable ecosystems on the Red Planet. These techniques could also be beneficial for restoring damaged Earth environments.

My Take: While Mars colonization is an ambitious goal, it’s crucial to prioritize Earth’s pressing issues. Why not invest in making our planet's less habitable areas more productive? By developing sustainable agriculture that requires fewer resources and captures pollutants, we can address food security and climate change simultaneously. Maybe stubble burning(which has been devastating Delhi every year) can addressed. While some innovative solutions are emerging, we need a more concerted global effort to combat climate change. It's unlikely we'll ever fully restore the Earth's original climate due to ongoing human activities and unsustainable practices. We must shift our focus towards adapting to a changing climate and mitigating its effects.

4. Cats beat babies at word-association game - A recent study has revealed that cats can associate words with images, even outperforming human babies! This discovery challenges our traditional understanding of feline intelligence. Cats, often underestimated, possess a remarkable capacity for language learning. While not all cats will exhibit the same level of comprehension, this research opens up exciting avenues for further exploration into their cognitive abilities.

My Take: This could be a worthy candidate for an Ig Nobel Prize! It's fascinating to see people exploring such unconventional ideas. These experiments could lead to groundbreaking discoveries about the human brain and its functions. Ultimately, this knowledge may help us develop more advanced AI and computer systems.

[20th October 2024] Interesting Things I Learnt This Week

2024-10-21T18:40:00.001+05:30

1. Why Founders Need to Focus More on Sales and Marketing - Harvard Business School senior lecturer Mark Roberge argues that every aspect of being an early-stage founder involves sales. But many founders lack an understanding of how to incorporates sales into their ventures. This talks about how to hire for early sales roles, design compensation, and lay a strong foundation for a growing sales team. Hiring the right salesperson is crucial, as they should be skilled in both product knowledge and customer interaction. Scaling sales requires a strategic approach, considering factors like product-market fit and customer retention. The sales compensation plan can be a powerful tool for aligning sales behavior with business goals. While AI is making strides in automating certain sales tasks, the human element of building relationships and understanding customer needs remains indispensable.

My Take: IMHO a startup is like an elephant from the story of blind men and an elephant. There are different parts of startup and each of the different parts contribute greatly to the success of your company. You need to ensure all work well together to make the impact you seek. Often non-sales founder will not focus on sales and marketing because its not their comfort zone. The basic rule of being a founder is getting out of your comfort zone and breaking those barriers, without which you cannot make the impact you desire. One thing that really resonated with me is that sales and marketing has to be strategically and thought through as whole, hence the reference of the story of blind men and an elephant.

2. How Your Brain Detects Patterns without Conscious Thought - The study shows that the brain can pick up patterns in events without conscious thought. Neurons in key brain regions combine information on what occurs and when, allowing the brain to predict coming events. The team studied 17 people with epilepsy who had electrodes implanted in their brains. They found that neurons in the hippocampus and entorhinal cortex gradually began to respond not only to the face being presented but also to faces directly connected to it on the triangle. The authors found that the neurons could also anticipate what images would appear next, suggesting that the brain can learn to predict future events on the basis of learnt patterns. Understanding how the brain organizes information about sequences of events could have important clinical applications.

My Take: This is an amazing study which bring into focus something we often call intuition. While intuition might manifest in different ways, often its called something which comes from within without much thinking. This study presents a very interesting aspect of the brain where it actually catches on the patterns even without a conscious effort. May be this is what intuition is all about. I dont think but this might even pave the way for tricking the brain into ensure the body heals and fights diseases better.

3. Crypto Astrology: Eclipses, Hacks, and Blood Baths - This is an article about crypto astrology. It discusses the correlation between eclipses and cryptocurrency crashes. The author argues that there have been a number of significant crashes that have coincided with eclipses. However, the author acknowledges that this could be a coincidence.

My Take: I triple checked this post for #satire or #humor but only found #spurious-correlations for this. Its funny that how many people will believe it blindly and miss reading this hash tag. Correlation found here are just cherry picked. What actually happens is that crypto faces hacks, blood baths and scams almost every week if not day. So I match it to literally anything. I wonder if someone can cherry pick based on the times some politician gave a speech at their parliament and that too might make it. But if you really believe in this, please let me know. I have something interesting to discuss with you.

4. The Most Detailed Brain Map Ever - Now there is a new, incredibly detailed map of the fruit fly brain. Scientists have spent years compiling this map, which offers the most intricate view of an animal brain ever created. The map details how sensory signals prompt flies to take action. This research has the potential to provide valuable insights into how the human brain works

My Take: I tried going through the original journal article at https://www.nature.com/articles/s41586-024-07558-y but it proved too much for me to digest in one go, but it was very interesting. They have put all the data online and its just 10s of GBs. The details are interesting as well. I am sure we will learn a lot with 140,000 neurons from the fruit fly brains and will form the basis for ultimately learning more about our 86 billion neurons. With all the research being put online, I am hopeful of amazing discoveries and medical improvements in the next decades.

[13th October 2024] Interesting Things I Learnt This Week

2024-10-15T14:09:00.001+05:30

1. ROS : ROS (Robot Operating System) is a versatile open-source framework that simplifies robot development. It provides a modular architecture, robust communication mechanisms, and a vast ecosystem of tools and libraries. This comprehensive platform empowers developers to create efficient and innovative robotic systems, from hardware abstraction to high-level behavior control. ROS's flexibility and adaptability make it suitable for a wide range of robot applications, while its active community fosters collaboration and knowledge sharing.

My Take: I recently discovered ROS, which has been around since 2007. It's remarkable that such a powerful tool has existed for so long. Over the years, ROS has evolved into a comprehensive platform, offering a vast array of algorithms to simplify robot development. The ability to run ROS on Raspberry Pis further enhances its capabilities, making it a versatile choice for a wide range of robotic projects.

2. Should we be worried about vegan ultra-processed foods - Ultra-processed foods (UPFs), both plant-based and animal-based, have become increasingly prevalent in modern diets due to their convenience and affordability. While vegan diets can contain more UPFs, the overall health impact depends on the dietary pattern. Ultra-processing involves industrial techniques that can negatively affect health, often leading to higher levels of salt, sugar, and fat. Despite potential health risks associated with UPFs, focusing on a balanced diet with plenty of whole, unprocessed foods is crucial. Consumers should be mindful of the ingredients and additives in plant-based UPFs, as some can be high in unhealthy fats. Ultimately, a diverse and well-rounded diet, incorporating both plant-based and animal-based foods, is key to maintaining good health.

My Take: As Sarah Berry points out, not all ultra-processed foods are harmful. It's essential to examine their ingredients and nutritional content. A well-rounded diet is key, and occasional indulgences are a normal part of life. After all, without a little enjoyment, we might as well consider "sanyas"!

RIP Ratan Tata

2024-10-10T19:12:00.005+05:30

My career began with Tata Elxsi, right after completing my BE in Computer Science, marking a significant milestone in my career. It was my first taste of the corporate world, and while not everything was perfect, the experience I gained there has been invaluable.

I'm particularly grateful to JRD Tata and Ratan Tata for his vision in establishing Tata Elxsi as a pure electronics and software technology services company. In a landscape dominated by consulting firms, Tata Elxsi's focus on technology and product innovation was refreshing. The company's history in India is a testament to its commitment to technological advancement. Founded in 1989 as a joint venture between the Tata Group and France's Thomson-CSF, Tata Elxsi has played a pioneering role in India's IT industry. Though what it started with and how is diversified into a variety of different fields is an amazing story by itself. He was the true visionaries who managed to build not just one but a spectrum of successful businesses.

While I have moved on to other opportunities, Ratan Tata and Tata Elxsi will always hold a special place in my heart. It was where I cut my teeth in the industry, learned valuable lessons, and made lifelong connections. I am thankful to Ratan Tata for making Tata Elxsi stand out in the Indian software

[6th October 2024] Interesting Things I Learnt This Week

2024-10-07T23:03:00.004+05:30

1. Stem cells reverse woman’s diabetes - Scientists have achieved a breakthrough in treating type 1 diabetes by using reprogrammed stem cells. A woman was successfully treated by receiving a transplant of these cells into her abdominal muscles. Following the transplant, she was able to maintain stable blood sugar levels without insulin for over a year. This is the first time such an approach has shown to be effective in reversing type 1 diabetes. While this is a promising development, more research is needed to confirm its long-term safety and efficacy in a larger group of people.

My Take: This is a groundbreaking discovery. My father, along with millions of others, suffers from diabetes. Unfortunately, due to genetics, I'm likely to join them soon. However, this news offers hope not only for me but also for countless individuals who endure daily injections. I sincerely hope that the cost of this treatment remains affordable. Perhaps the government could intervene to ensure accessibility for all.

2. Energy extracted from space, teleported to new location using quantum computer - Researchers at Purdue University have achieved a significant breakthrough in quantum computing by successfully teleporting and storing energy. This accomplishment is based on the concept of quantum entanglement, where the quantum states of particles are interconnected regardless of distance. By leveraging the inherent energy fluctuations in empty space, researchers were able to harness and manipulate this energy using qubits, the fundamental units of quantum computing. This discovery holds immense potential for future applications in energy storage and other fields.

My Take: Quantum mechanics is a complex field with much misunderstanding and speculation. While this breakthrough is certainly ambitious, it pushes the boundaries of current scientific understanding. As our knowledge of quantum science grows, I wouldn't be surprised if it enables incredible applications. Perhaps it could pave the way for true wireless charging or even power spaceships capable of interstellar travel.

3. A Bendy RISC-V Processor - The researchers have developed a flexible, programmable 32-bit microprocessor made of indium gallium zinc oxide (IGZO) that can operate while bent and run machine learning workloads. The device, named Flex-RV, is based on the RISC-V architecture and can run compiled programs written in high-level languages such as C. It is designed to be used in applications that require interactions with soft materials, such as wearable healthcare electronics, smart package labels, and soft robotics. The researchers believe that Flex-RV could cost less than a dollar, making it a viable option for powering a wide range of devices.

My Take: Flexible processors, which have been demonstrated previously, are now powered by RISC-V, a promising architecture that could revolutionize the design of smart systems. The low cost and openness of RISC-V combined with the flexibility of these processors opens up new possibilities for innovative projects. I imagine a world where smart devices are more affordable, powerful, and customizable than ever before.

4. The Thought Experiments That Fray the Fabric of Space-Time - The article explores thought experiments that challenge the fundamental nature of space-time. It discusses three experiments suggesting that space-time may not be a fundamental concept. The first experiment demonstrates that there is a limit to the precision of measurements at the smallest scales. The second experiment reveals that physical properties cannot be measured with perfect accuracy. The third experiment indicates that the information capacity of space-time is limited. These findings suggest that space-time might be an approximation of a more underlying reality and could be replaced by more fundamental constituents in future theories.

My Take: These thought experiments are very intriguing. Questions like what happens in the realm where we cant measure are very interesting. I am sure folks in the previous eras might have had similar questions and assumptions which were broken later because they questioned it. Like I wonder if they thought the molecules were solid and how the assumption of there being vacuum in atoms were broken. The article poses intriguing questions, such as the possibility of black holes and the entire universe being two-dimensional holograms. I highly recommend reading it, although I find the excessive jazz and special effects on the page to be somewhat distracting.

[29th September 2024] Interesting Things I Learnt This Week

2024-09-30T18:27:00.003+05:30

1. Google says it’s made a quantum computing breakthrough that reduces errors - Google researchers have made a breakthrough in quantum error correction, which could pave the way for useful quantum computers. The main challenge in quantum computing has been the high error rate of the hardware, which prevents them from executing long and useful algorithms. The new research demonstrates that it is possible to add components to reduce these errors, which was previously thought to be impossible due to engineering limitations. This bolsters the idea that error correction is a viable strategy for building a useful quantum computer.

My Take: While these advancements may seem incremental, they are crucial for the development of quantum computers. However, it’s important to avoid overhyping their implications, as was the case with the early hype surrounding GenAI being AGI. Despite this, the progress made with GPTs represents a significant leap forward in the field of AI. Similarly, these recent breakthroughs in quantum computing are a major milestone, but they do not mean that quantum computers are immediately accessible to everyone. Instead, they are small steps in the long journey towards building widely available quantum computers. We should celebrate these achievements without losing sight of the challenges ahead. I hope we soon see some of these quantum computers in action outside of research laboratories and in real-world data centers.

2. Why Microsoft made a deal to help restart Three Mile Island - Three Mile Island Unit 1, a nuclear power plant that was shut down in 2019, is set to reopen. Microsoft has signed a deal to purchase all of the plant's electricity for the next 20 years. This deal highlights the growing energy demand of Big Tech and the potential for a nuclear resurgence.

My Take: Just when we thought we were moving away from dangerous and unstable nuclear technology towards more sustainable renewable energy sources, we find ourselves heading in the opposite direction. The insatiable energy demands of AI and the tech industry’s pursuit of rapid growth may be driving a resurgence of nuclear power. This is a troubling development, given the significant efforts made to transition to more efficient and environmentally friendly solar and wind power. I hope Microsoft’s decision to restart nuclear power remains an isolated incident rather than a harbinger of things to come.

3. TRAI’s new whitelisting directives see 3000 business entities approving URLs - The Telecom Regulatory Authority of India (TRAI) has mandated that businesses whitelist URLs in their messages and register message templates on the DLT platform. Over 3000 entities have complied with these directives. TRAI has also instructed telecom companies to block messages with non-whitelisted URLs and to ensure traceability of business messages.

My Take: TRAI’s decision to implement this new regulation is a positive step towards curbing large-scale scams. While it may not eliminate all scams, it could significantly reduce their prevalence. However, it remains to be seen if there will be any unintended consequences of this change. In recent times, scammers have been increasingly targeting individuals through WhatsApp. It would be beneficial if WhatsApp could develop more effective filters to prevent these scams from reaching users. Additionally, I commend Airtel for their proactive approach to combating spam with the Airtel IQ SpamShield initiative. However, these measures will only be effective if there is also a strong deterrent in the form of strict prosecution of scammers and spammers. Without adequate enforcement, these efforts will be like putting a bandage on a broken leg.

4. GenAI Agents: Comprehensive Repository for Development and Implementation - This repository serves as a comprehensive resource for learning, building, and sharing GenAI agents, ranging from simple conversational bots to complex, multi-agent systems.

My Take: I found some very interesting agents architectures and code in this Github repo. I was searching for GenAI for music and stumbled upon this. Yet to actually look at all of them but they all seems very interesting to me, I hope you find them interesting too. The Jupiter Notebooks provided are very descriptive and excellent learning material from my initial reading.

[22nd September 2024] Interesting Things I Learnt This Week

2024-09-23T12:40:00.002+05:30

1. The Genius Behind the Quantum Navigation Breakthrough - This is the World's First Unhackable Quantum GPS. Using the coldest atoms in the Universe, it may revolutionise the way we navigate. This Youtuber to got to go behind the scenes and see their device up close to try and understand just how important this breakthrough is.

My Take: This video goes into more details about how quantum navigation works as well hits the home run in explaining why its really needed. I had also mentioned about Quantum Navigation in a previous post where IEEE had covered it. This video goes to explain more details of it and if you are a physics nerd, you would enjoy it.

2. Forget ChatGPT: why researchers now run small AIs on their laptops - This article talks about the different small and locally runnable LLMs which various scientists are using for not just poetry but also for medicine. The locally runnable LLMs have the distinct advantage of preserving privacy, fine tuning using the open weights for particular use cases and being cost effective by running on consumer hardware.

My Take: I have been talking about local LLMs since the LLMs GPT4 started becoming useful. As with all things tech, they are big at the start and very soon become miniaturized and more efficient. Same is happening with LLMs. My guess is that the difference between mini local LLMs(irony?) running on your phone and on server would be insignificant for many use cases. All open weights and open source LLMs are significantly contributing to its progress. Llama is really leading the charge here and OpenAI should be more wary of them than any other AI competitor IMHO. Maybe that is the time when we do away with the GUI input mechanism and move to a more of a conversational model for most tasks.

3. A next frontier for spam and scams - This is an article about the new wave of spam and scams. Seth Godin argues that scammers are getting more and more sophisticated, and people should be aware of the different types of scams out there.

My Take: I love reading Seth Godin's blog because its always very interesting. I dont know how he generates this much content all of which are very interesting. But scams are really on the rise and they are going to get harder to spot. My worry is that most people will not recognise the real people and will be suspicious of them as well. We would definitely need more ways to confirm authenticity of all things used to connect including phone number, email id, url etc .

4. How Discord Reduced Websocket Traffic by 40% - Discord implemented a series of optimizations to reduce bandwidth usage, improving app performance. They switched from zlib to zstandard compression, which offers higher compression ratios and shorter compression times. Additionally, they introduced streaming compression and explored dictionary support to further enhance efficiency. These changes resulted in a significant reduction of gateway bandwidth used by clients, leading to a more responsive experience.

My Take: I love how they went through the journey of optimisation and comparing against the prod metrics at each stage. Their approach of "dark launch" for just collecting data was very intriguing to me. They found the theoretical and practical numbers did not match and found ways to fix the issues with their optimised implementation of zstandard instead of just giving up. With optimisations an engineer really needs to understand the internals very well and that is what really separates the mediocre from the real deal. This is one reason why I hate Leet Code and I dont really understand using that as a hiring criteria. Not just that same thing irks me about all these courses being offered which just help manage to land a job by answering the questions instead of teaching them the basics. I hope sanity prevails as these courses get kicked to the curb soon.

[15th September 2024] Interesting Things I Learnt This Week

2024-09-15T17:52:00.002+05:30

1. Our Memories Are Stored in Triplicate - This is an article about how the brain stores memories. It discusses what part of the brain is involved in memory storage and how different types of neurons are involved. The article also discusses how memories can change over time. Some important points are that memories are stored in multiple copies and that different copies are used for different purposes. Also, early-born neurons are involved in long-term memory and late-born neurons are involved in short-term memory.

My Take: The research on the brain is fascinating, as it delves into the least understood part of our body. It reminded me of the 3-2-1 backup rule for data, emphasizing the importance of preserving memories. The most intriguing aspect is how memories can evolve over time, a phenomenon we all experience to some degree, particularly when reflecting on past experiences.

2. The Illustrated AlphaFold - This is an article about how AlphaFold3 works. It discusses the goals of the model, which are to predict the structure of a protein complex from sequence alone. The article then details the steps involved in the process. Some important points are that AlphaFold3 uses a more complex featurization/tokenization scheme than previous AlphaFold models, and that it retrieves other molecules that are presumed to have similar structures to the user-provided molecules.

My Take: I dont know if I can say more than that I was blown away by this whole paper. I still cant claim that I understand it very well, but I know a little more than what I knew before reading that doc. Must read if you are keen on ML and transformers being applied for biotech.

3. Radicle - This is a peer-to-peer code collaboration stack called Radicle. It discusses what Radicle is and how to get started using it. Radicle is an open-source project that is designed to be a collaborative, local-first, peer-to-peer extension of Git. Some of the features of Radicle include an extensible peer-to-peer gossip and sync protocol, social interactions such as issues, patches and code review, and a secure authentication and authorization protocol. Radicle is also designed to be private and secure, with truly private repositories and built-in Tor support.

My Take: Git was supposed to be local and P2P system, but along the way with Github it got lost and became a centralised repo system. I have not tried it yet, but this seems like the right way to approach with decentralisation. I hope it gets the right visibility and is adopted by popular open source projects.

4. Practical approaches for more effective teamwork - Seth Godin's blog post outlines practical principles for successful teamwork. It emphasizes clear communication, shared goals, and mutual respect. Key takeaways include giving credit and taking responsibility, setting clear deadlines, establishing a budget and calendar, avoiding grudges, and open communication. Teamwork thrives when members are comfortable sharing fears and progress, and actively seeking out skilled collaborators.

My Take: Seth Godin is always to point and conveys the message in a very few words. Every professional should read this and apply them in their life. Would definitely make life better for everyone.