https://vipinstech.com/blog/ Notes on AI with boundaries, workflow and rules, and building production systems. en Wed, 28 Oct 2026 00:00:00 +0000 https://vipinstech.com/blog/becoming-an-ai-architect/ https://vipinstech.com/blog/becoming-an-ai-architect/ Wed, 28 Oct 2026 00:00:00 +0000 A practical route from software engineer to AI architect: foundations, machine learning literacy, hands-on LLM projects, architecture patterns, production, leadership and a twelve-month plan. https://vipinstech.com/blog/confidence-decides-who-looks-next/ https://vipinstech.com/blog/confidence-decides-who-looks-next/ Wed, 28 Oct 2026 00:00:00 +0000 How to route document AI output with field-level confidence: choosing a threshold, designing a focused review step and recording every decision so it can be replayed. https://vipinstech.com/blog/decisions-are-configuration/ https://vipinstech.com/blog/decisions-are-configuration/ Wed, 28 Oct 2026 00:00:00 +0000 Why business decisions belong in versioned decision tables rather than code: how to version and publish them, test changes against past cases and assign clear ownership. https://vipinstech.com/blog/use-ai-where-ambiguity-exists/ https://vipinstech.com/blog/use-ai-where-ambiguity-exists/ Wed, 28 Oct 2026 00:00:00 +0000 A practical way to decide which steps of a business process should be deterministic code, configurable rules, AI models or human decisions, and how to design the human gate between them.