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AI is no longer confined to centralized data centers. It now operates across a distributed continuum where data is created, processed, and acted upon in real time. Modern enterprises increasingly design their systems around a three-layer architecture:Ā Edge ā On-Prem ā Cloud. This model allows organizations to balance latency, security, scalability, and cost while deploying AI
Modern AI research no longer requires a million-dollar data center. A single consumer-grade NVIDIA RTX GPU, paired with a high-end CPU, can support serious experimentation across large language models, vision systems, speech pipelines, and multimodal AI. This shift has democratized applied AI research and accelerated innovation for startups, independent researchers, and small labs. For over
Kanpur minor rape case involving a UP police officer and a journalist inside a police car is terrifying. When protectors turn predators, the system is rotten. This demands a complete police overhaul and the harshest possible punishment.
Startup culture has an untold truth: your organization becomes a small, close-knit family. You work hard, push limits daily, and celebrate together to stay motivated and connected. During my time at PeopleStrong, team outings played a vital role in building energy and trust. One such unforgettable experience took place in September 2016, at a resort on the outskirts
This photo frame memoir captures a vivid chapter from my PeopleStrong startup journey, where work felt like family and memories were created beyond office walls. In September 2016, our team outing to an adventure resort near Gurgaon became a perfect reflection of startup cultureāhigh energy, broken hierarchies, shared laughter, and pure bonding. Explore the Original Memoir: >>
Editing large files on production servers is a reality every serious engineer eventually faces. Log files run into gigabytes. Configuration files stretch across thousands of lines. One wrong command can freeze your terminalāor worse, overload a live server. This is where theĀ VI editorĀ earns its reputation. For 20+ years, Iāve lived at the intersection of code
In the Linux world, tools come and go, but a few remain timeless. TheĀ VI editorĀ is one of them. Despite being over four decades old, VI continues to be a core skill for Linux server administrators, DevOps engineers, cloud architects, and software developers. Whether you manage on-prem servers, cloud VMs, containers, or embedded systems, knowing VI
In India, startups have traditionally grown within theĀ private sector, driven by ideas, funding, and market-led acceleration. A significant shift began under theĀ BJP-led government with Prime Minister Narendra Modi, who actively promoted a nationwide startup culture. One key initiative was rankingĀ Indian states on startup friendliness, bringing governance into the innovation conversation. As a founder ofĀ ArcTop Labs
Some moments in life arrive quietly yet leave a lasting imprint on your thinking and values. One such rare moment came inĀ November 2014, when I metĀ Retired Major General Gagan Deep Bakshi. He is a decoratedĀ Indian Army veteran, respected combat leader, author, and widely knownĀ military and war analyst. Today, he appears regularly on national television discussingĀ wars,
US strikes in Nigeria citing protection of Christians, and targets Venezuela in the name of drugs and democracyācalling it national interest. When Indians ask why threats to Hindus and national security in neighboring states go unanswered, weāre told restraint equals strength. But symbolism and IPL bans donāt deter terror. A credible nation responds with consistency,
Growth rarely announces itself loudly. It shows up quietlyāone reader at a time, one country at a time, one request at a time. For NextStruggle.com, 2025 was exactly that kind of year. In 2025, NextStruggle.com quietly evolved into a global chronicle, capturing technology, memoirs, social observations, and lived experiences through my #AskDushyant lens. What started as a personal
Change Is the Only Constant: 2025 taught me that growth is not always upward. Sometimes, growth means returning, slowing down, and reconnecting. Between fatherhood, faith, family, and relocation, life quietly transformed. This year became an experience ofĀ change, continuity, and deeper meaning. Happy New Year 2026
Looking back at 2025, time felt unusually fast despite a calmer and less stressful lifestyle.Work never truly stopped, but the pressure softened, creating space for reflection and presence. Life reminded me that busyness does not always mean progress. Sometimes, stillness carries deeper lessons than constant motion. Fatherhood: Learning Life Again Through Small Eyes This year revolved
When courts appear softer on power than on crime, citizens stop believing in justice. Unnao Rape caseāitās a warning. Powerful politician gets bail. The system watches. Citizens feel helpless. This is how trust in the Indian judiciary is destroyedācase by case.
Wishing this Christmas, May good health be your greatest wealth, clarity guide your decisions, and the coming year bring strength, focus, and meaningful wins. Merry Christmas š²šŖšššš
On 15 December, I set out on one of my most audacious adventures, riding my Harley Davidson from NCR to Indoreāover 850 kilometers in a single day. This long-distance bike ride tested every rule riders usually avoid. My ride began in winter fog, racing uncertainty about reaching on time, a firm decision not to postpone,
Crypto security rarely fails because cryptography is weak. It fails because attackers understand human behavior better than most users do.Ā In my 20+ years in the technology industry, Iāve learned that most security failures donāt happen because cryptography is brokenāthey happen because human trust is. Fake crypto apps and wallets have now become one of the
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