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Decision records, architecture narratives, and implementation notes from Shift projects.

AI delivery
Architecture
Quality
How we transitioned an AI demo towards production

The practical steps behind turning a prompt-driven prototype into something maintainable, observable, and safe to ship.

By Shift Engineering Team · Published: 2026-06-17 · 6 min read
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Architecture
AI delivery
Platform
Choosing an AI stack without overengineering it

A compact framework for picking providers, orchestration tools, and hosting without adding unnecessary complexity.

By Shift Engineering Team · Published: 2026-06-15 · 5 min read
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Quality
Guardrails
Evaluation
Guardrails I use when AI touches a real product

A privacy-safe look at evaluation points, constraints, and review gates that keep AI behavior predictable.

By Shift Engineering Team · Published: 2026-06-13 · 6 min read
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Product
UX
AI delivery
What changes when AI becomes part of the product surface

A note on UX expectations, support implications, and the engineering trade-offs that show up after launch.

By Shift Engineering Team · Published: 2026-06-11 · 5 min read
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