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Harish Kumar

Harish Kumar

Latest posts

API versioningbackward compatibilityOpenAPI

API Versioning Without Creating v1, v2, v3 Chaos

A practical enterprise strategy for evolving APIs through compatibility rules, automated change detection, visible deprecations, measured migration windows, and lifecycle governance.

Harish KumarSep 6, 2026
graceful shutdownconnection drainingreadiness probes

Graceful Kubernetes Shutdowns: Draining Traffic Without Dropping Work

A practical guide to Kubernetes pod termination, covering readiness propagation, connection draining, in-flight requests, background workers, shutdown budgets, and the race conditions behind failed deployments.

Harish KumarSep 6, 2026
AI governancerisk managementplatform engineering

AI Governance Should Be a Guardrail, Not a Gate

Strong AI governance does not require routing every experiment through a review board. Learn how risk tiers, automated controls, approved safe paths, and targeted human review can protect an enterprise without stopping delivery.

Harish KumarSep 4, 2026
API governanceOpenAPIcontract testing

How to Build an Enterprise API Governance Model That Developers Don’t Hate

A practical API governance model built on paved roads, automated contract checks, risk-based reviews, and time-bound exceptions—without turning every API change into a committee meeting.

Harish KumarSep 2, 2026
AI transformationproof of conceptMLOps

Why Hundreds of AI PoCs Still Don't Create AI Transformation

AI proofs of concept are easy to start and difficult to operationalize. Learn why experimentation rarely compounds into enterprise transformation—and how product ownership, shared platforms, evaluation, governance, and operating metrics turn isolated demos into repeatable business outcomes.

Harish KumarAug 30, 2026
AI pair programmingdeveloper telemetrypolicy enforcement

Telemetry-Driven Guardrails for AI Pair Programming

A practical architecture for instrumenting IDE assistants and coding agents to detect policy drift, evaluate engineering outcomes, and enforce security and governance controls without collecting source code or prompts.

Harish KumarAug 29, 2026