e-diversify / blog

Notes & ideas

Longer-form pieces on technology, design, and everything in between — starting with a look at how one invention always becomes the foundation for the next.

By Vimal Maheedharan — Technical Architect & SRE Consultant

SRE Core Areas: What Breaks Under Pressure

Four production scenarios worked through as an incident log — peak-load errors, misrouted traffic, a silent autoscaler, and stale reads after failover. Reasoning patterns worth keeping close.

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The Twelve-Factor App — A Blueprint

A schematic walkthrough of the Twelve-Factor App methodology — codebase, config, backing services, disposability, logs, and the rest — laid out as a build pipeline from foundation to operations.

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Dear Complexity, We Need to Talk

A love letter to simplicity in AI systems — on RAG pipelines that don't need six re-ranking stages, models that ship instead of sitting in notebooks, and why every added layer is a promise you have to keep.

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Boundaries: The Art of Deciding What Not to Couple

The best architecture decisions are rarely about what to connect — they're about what to deliberately keep apart. Notes on coupling, cohesion, and drawing boundaries that survive change.

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Leadership Through Influence

In distributed systems work, the person who unblocks the migration is rarely the person with the title. Notes on leading through credibility, clarity, and consistency — not authority.

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From Clay Tablets to Thinking Machines

A visual timeline tracing technology's biggest turning points — from the abacus and the printing press through ENIAC, the internet, the smartphone, and today's AI models.

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