Writing
Published articles
Long-form essays on technology leadership, AI systems, advertising, healthcare, product thinking, and engineering culture.
We Built the Platform. The Market Wanted the Solution.
Reflections from two financial messaging products on architecture, productization, domain knowledge, and the importance of timing. Continue reading on Medium »
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Two Stars at a Hindu Wedding
There is a moment in a traditional Hindu wedding that has always fascinated me. Continue reading on Medium »
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When Crisis Becomes Culture
How chronic uncertainty turns professional commitment into dependency — and slowly erodes skills, confidence, and mobility Continue reading on Medium »
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The Vector Database Is Not Dead. It Has Been Demoted.
Google’s Open Knowledge Format turns embeddings from a source of truth into a disposable build artifact — and that is the real end of… Continue reading on Medium »
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From AdTech Budget Pacing to UAV Edge Computing: Why Multi-Objective Simulated Annealing Deserves…
A practical exploration of how an optimisation technique used in advertising systems can help allocate real-time AI workloads across… Continue reading on Medium »
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Bitchat, Agitations and the State: When Protest Goes Off-Grid
A Bluetooth mesh app can protect citizens when governments switch off the internet. It can also turn an angry crowd into an anonymous… Continue reading on Medium »
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Beyond One Latent Space: The Mathematics of Shared Context
How Latent Twins can connect multiple realities, predict hidden states, and give AI systems a coherent model of the world Continue reading on Medium »
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The Enterprise Context Graph
How multiple Latent Twins can create a shared predictive reality for people, applications, AI agents, and Large Language Models Continue reading on Medium »
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Beyond Digital Twins: Building a Shared Predictive Context for Complex Enterprises
Why the next generation of AI systems needs a continuously evolving model of reality — not merely more dashboards, chatbots, and… Continue reading on Medium »
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When Do You Really Need Jaeger?
Most systems don’t begin their lives needing Jaeger. Continue reading on Medium »
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Building an Agentic Home with OpenClaw: A Practical DIY Guide
The previous article explored the architecture of an agentic, policy-governed home. Continue reading on Medium »
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OpenClaw and the Autonomous Home: From Voice Commands to Policy-Governed Domestic Orchestration
Home automation has evolved from programmable thermostats and rule-based lighting schedules to distributed IoT fabrics stitched together… Continue reading on Medium »
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OpenClaw, Mac Minis, and the Rise of Domestic Agent Infrastructure
There is a peculiar moment in every technologist’s life when the cloud – once romantic, elastic, and infinite – begins to feel slightly excessive. You provision a Kubernetes cluster to automate a browser. You spin up GPUs to summarize PDFs. You deploy Terraform to manage the thin...
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Mistral Explained: The AI That Thinks Fast, Lean, and Close to the Metal
Part of Series .. Continue reading on Medium »
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When Opportunities Come Looking for You
In every career, there are two kinds of opportunities. The first are the ones we pursue deliberately. We prepare for them, apply for them, pitch ourselves into them, sometimes even build them from scratch. These feel earned because we move toward them consciously. The second kind...
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The Wink That Arrived Midway Through a Global CTO Interview
Interviews at senior levels have a very different texture. By the time you are interviewing for a Global CTO role, the conversation is no… Continue reading on Medium »
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Kerala’s “100% Literacy” Claim: A Statistic That Became a Myth
Kerala is a Southern State of India. Its Geographically beautiful state with Rich language and Serene beaches. Kerala is often described as India’s “100% literate” state, a claim repeated with pride by politicians, echoed by sympathetic commentators, and widely accepted as an unq...
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Between Conviction and Care: How I Learned to Think About a Home
I did not grow up thinking about architecture in any serious way. Houses were simply places you lived in — functional backdrops to daily… Continue reading on Medium »
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Meta LLaMA Explained: The AI That Thinks Like an Open Research Lab
Part 4 of the Series : Explainer for a 10th grader, Writing for a school. Continue reading on Medium »
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Claude Explained — The AI That Thinks Carefully Before It Speaks
A deep dive into Anthropic's Claude — its architecture, Constitutional AI training, and what makes it fundamentally different from other large language models in how it reasons, refuses, and responds.
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Programmatic Curation Explained — Why It Matters Now
Programmatic curation is reshaping how buyers and sellers transact in the open web — shifting power from opaque supply chains to transparent, curated marketplaces. Here's why it matters and what comes next.
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Google Gemini Explained — The AI That Thinks in Big Pictures, Not Just Answers
Google's Gemini represents a new direction in AI — natively multimodal, deeply integrated into Google's ecosystem, and designed to reason across text, images, code, and audio simultaneously.
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The Mother Teresa Effect in Startups — When Scarcity Is Mistaken for Leadership
In many startups, leaders who operate under perpetual scarcity are celebrated as saints — but the real question is whether they're solving problems or sustaining the conditions that create them.
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Understanding OpenAI's GPT Models — The AI That Feels Like Talking to a Smart Human
From GPT-3 to GPT-4o and beyond — tracing the evolution of OpenAI's transformer models, their emergent capabilities, and the design decisions that make them feel remarkably conversational.
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Agent Central — The Missing Control Plane for Enterprise Agentic AI
As enterprises deploy dozens of AI agents across functions, the missing piece isn't another agent — it's a control plane. Agent Central proposes a unified layer for orchestration, observability, and governance.
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The Silence Between Headlines
What happens in the spaces the news doesn't cover? A reflection on the stories that never trend, the lives that don't make headlines, and why the silence itself is worth paying attention to.
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That Time I Went to Infosys and Almost Became a Quality Guy
A candid, personal account of arriving at Infosys as a young engineer, navigating the machinery of India's IT industry, and the pivotal moment that set a different course entirely.
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Transmission of Astronomical Knowledge in Ancient India
How astronomical knowledge was preserved, transmitted, and advanced across millennia in ancient India — from Vedic calendrical systems to the mathematical models of Aryabhata and Bhaskara.
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Agentic AI at Enterprise Scale
Moving agentic AI from proof-of-concept to production at enterprise scale demands a fundamentally different approach — one that treats agents as managed services, not experimental scripts.
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