Notes from the team
How we build software
Practical guides to preparing, launching and maintaining software, with examples and references you can check.

Reducing Unsupported Answers in RAG Applications
How retrieval quality, document permissions, evidence and evaluation can reduce unsupported answers—and where a knowledge assistant still needs limits.

Headless Shopify: When It Is Worth the Extra Surface Area
Compare a theme, an app integration and a custom storefront against the store workflow, maintenance needs and platform constraints.

SEO for Multilingual Next.js Sites
Choose a consistent language URL convention, connect genuine translations and keep canonical, sitemap and document-language signals aligned.

Preparing a B2B Commerce Integration
Turn customer pricing, order approval and fulfilment requirements into a testable API integration scope.

A Software Handoff That Clients and Agencies Can Run
Agree repository ownership, previews, acceptance checks, deployment access and support responsibilities before development ends.
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