Shiv Kumar Ojha
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Notes on building clean interfaces and dependable backend flows.

Building full-stack AI products with clear state boundaries

April 7, 2026

A practical way to think about UI state, conversation state, auth state, and payment state when one product touches all of them.

AI ProductsReactZustandArchitecture

Designing webhook-first product flows

March 18, 2026

Webhooks are easiest to trust when they update explicit records, stay idempotent, and match a clear product lifecycle.

PaymentsWebhooksAPIsBackend

© 2026 Shiv Kumar Ojha

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