Articles & Blogs
Technical notes, architecture insights, AI explainers, leadership essays, and observations from 25+ years in engineering and digital transformation.
How Observability can Make or Break an Agentic AI Platform
2026-01-26 • 16 min read
Observability-led view of agentic AI platforms: intent-level traces, cost attribution, and why visibility shapes unit economics and trust.
Engineering Reliability at Scale: A Technical Journey into Building a Distributed Fintech Lending Platform
2025-12-25 • 22 min read
A practitioner’s blueprint for designing a resilient lending platform: bounded-context microservices, event-driven orchestration, CDC pipelines, workflow engines, and reliability patterns for payments and partners.
Built for Many, Broken by None: Multi-Tenant Platforms that Refuse to Fail
2025-12-11 • 10 min read
A 360° guide to multi-tenant marketplaces: how to handle thousands of divergent sellers without collapsing, covering data models, rules engines, isolation, and scale war stories.
Why Companies Struggle with Analytics and AI: The Absent Data Architecture Foundation
2025-11-25 • 19 min read
A deep technical reflection on why organisations fail at analytics, AI, data quality, and reliability, not because of weak code, but because their data architecture is missing or broken.
The Hidden Power of Linear & Logistic Regression
2025-11-21 • 7 min read
Rare intricacies, overlooked behaviours, and real-world ML use cases.