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Shift-Left Data Products: A Modern Enterprise Pattern for Scalable Data Sharing
Why point-to-point integrations and batch medallion pipelines don’t scale in regulated environments Executive Summary Enterprises repeatedly face a simple requirement: System A needs data from System B .But at scale, this becomes a structural problem leading to duplicated transformations, tight coupling, inconsistent business definitions, and governance gaps. Traditional approaches usually fall into two extremes: Point-to-point integration (fast but fragile) Medallion-based
Chandrasekar Jayabharathy
Jan 224 min read


Designing Bank-Wide Multi-Tenant AI Platforms: Eliminating Duplication Through Architecture
A Practical Architecture Playbook to Reduce Duplication, Cost, and Risk Banks repeatedly solve the same problems across domains Credit Risk, AML, KYC, Operations, Finance, and IT often with separate teams, duplicated platforms, and inconsistent governance . As architects, this is a systemic inefficiency , not a delivery issue. This post outlines proven multi-tenant AI platform use cases that can be built once , consumed bank-wide , and governed centrally while still allowin
Chandrasekar Jayabharathy
Jan 83 min read


Designing the Future of Policy-Driven AI: My Ongoing Journey with Semantic Chunking, Blue/Green RAG, and Ollama + pgvector
Where I’m Starting Right now, I’m deep into an AI project that’s both exciting and challenging. The mission? To design and implement an...
Chandrasekar Jayabharathy
Aug 14, 20252 min read


Continuous Policy Updates for LLM-Driven Systems: A Practical Guide
In the era of AI-powered automation, compliance and risk systems must adapt to frequent policy changes without downtime or risky model...
Chandrasekar Jayabharathy
Aug 4, 20253 min read


Cloud-Native ≠ Cloud-Ready: Why This Distinction Matters in the Era of AI and Modern Cloud
I learned early in my cloud journey that just because an application runs in the cloud doesn’t mean it’s truly cloud-native. I’ve seen...
Chandrasekar Jayabharathy
Jul 17, 20253 min read


The ROI of Modern Architecture: The Decade of Continuous, Autonomous Innovation
“The most valuable architectures of tomorrow won’t just run the business. They’ll learn , adapt , and create business value...
Chandrasekar Jayabharathy
Jul 12, 20253 min read
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