Work
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The Great Model Unbundling: How Antigravity and Multi-Agent Orchestration Ended My Claude Monopoly
If you inspected our engineering telemetry at the beginning of June 2026, the empirical data told a singular, indisputable story: Anthropic’s Claude was our entire world.
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Dnyankosh MCP: The Blueprint for Enterprise AI Infusion
Across the enterprise software landscape, corporate artificial intelligence initiatives are colliding with a familiar, disheartening plateau: the “clever toy” stage. An organization funds an internal hackathon, engineering...
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AI in QA: Maturity Curves, the Shared Brain, and the OpenTelemetry Blindspot
Every technology conference agenda features them prominently: “The Future of Enterprise Artificial Intelligence,” “Navigating Disruption in 2026,” or “Scale, Strategy, and Digital Transformation.” You...
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Deterministic AI: Why I Replaced Vector DBs with Git & Markdown
Over the past eighteen months, the consensus orthodoxy for constructing persistent memory for artificial intelligence agents has been uniform and unyielding: “Chunk your enterprise documents, compute high-dimensional vector...
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How I Built a Shared Brain for My AI Agents
I oversee engineering across Homeville Group—co-lending engines, housing finance compliance platforms, and NBFC core systems. The operational terrain is unforgiving: Reserve Bank of India (RBI) circulars, co-lending settlement...
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The Git-Backed Brain: Using a Repo as Shared Agent Memory
The moment an engineering team deploys multiple specialized artificial intelligence agents into production, it crashes into an immediate operational wall: the context-fragmentation crisis. I might turn to Claude Desktop to architect a...
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Your AI Dream Team: Mastering Agentic Publishing with Claude
Content generation in the generative AI era has largely succumbed to an unimaginative failure mode: the single-prompt lottery. An author submits an open-ended request to a chatbot, winces at the beige, formulaic output, and ends up...
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From Code Monkey to Co-Founder: How My AI Prompts Have Aged
I have been deploying artificial intelligence tools into production engineering workflows for years. Conducting an audit of my historical prompt telemetry recently, I encountered a pattern that stopped me cold: the transformation was not...
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Indian Financial Service and General Post Office
I went to my local post office to collect a parcel. Most of the people there were not collecting parcels. They were doing banking — deposits, passbook updates, converting fixed deposits. The Post Office Savings Bank was busier than...
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Setting Up a Healthy Engineering Culture: A Blueprint for Success
As engineering teams work to develop innovative features and deliver value, maintaining a healthy culture becomes essential. A strong engineering culture not only helps recruit talented developers but also enhances productivity, teamwork,...
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Generative AI in Lending
India’s lending sector is expanding rapidly. Projections suggest growth from $1.2 trillion in 2019 to $3.5 trillion by 2024. That expansion presents enormous opportunities for financial inclusion — and equally enormous...
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Customizing WordPress to Work Like Confluence
At Homeville, when the technology team expanded from 4 to 65+ members, licensing costs for JIRA and Confluence became unsustainable. JIRA charged approximately $400 USD monthly beyond the first 10 users, while Confluence’s expenses...
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Reduction in Stamp Duty Rates
Stamp duty is an additional charge levied when purchasing a home in India. Depending on the state, it is payable at different stages of the transaction. Maharashtra requires upfront payment during the down payment phase, while Karnataka...
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6 Months of Lockdown
Six months in and the shifts are real. Not temporary adjustments — actual structural changes to how work, infrastructure, and daily life operate.
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Life and Opportunities Post COVID-19
Two months into the pandemic-related remote work transition, patterns are beginning to emerge. Some are positive. Some are not.
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Work from Home: The New Norm
As if taken from a zombiecalypse movie, the coronavirus outbreak has impacted the entire world in a significant way. Without meeting people, how does work get done?
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Working with Markdown and GitBook
When I transitioned to leading the tech team at Homeville, the challenge of managing documentation across multiple microservices became immediately apparent. Different repositories, different languages, different hosting environments...
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Comfort Zones
I typically write about technology, gaming, and analytics on this blog. I have a certain unhealthy fear of engaging with design work. Analytical work has become comfortable territory, and that comfort has created a mental barrier against...
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A Success/Failure Method for Analytics
When identifying Key Performance Indicators, selecting appropriate success measures is essential. Most of the work I do occurs in web-based environments, where the fundamental operating principles are consistent. But the approach...