Insights — NOKARIS https://nokaris.ca/en/insights Essays and takes on headless commerce, applied AI in production, web performance and e-commerce engineering. en-CA Thu, 20 Aug 2026 00:00:00 GMT In a headless rebuild, the bottleneck isn't the front end — it's the content model https://nokaris.ca/en/insights/content-model-is-the-bottleneck https://nokaris.ca/en/insights/content-model-is-the-bottleneck You pick a headless CMS off a feature matrix, then discover the real work was elsewhere: deciding what a page is, and how marketing publishes without going through a developer. Content modelling is the most underestimated part of a rebuild. Thu, 20 Aug 2026 00:00:00 GMT headless-commerce An AI project doesn't die from a bad model, it dies from a bad scope https://nokaris.ca/en/insights/ai-projects-die-of-bad-scope https://nokaris.ca/en/insights/ai-projects-die-of-bad-scope Enterprise AI projects almost never fail on model quality. They fail because the scope had no owner, no measurement, and no acceptable failure threshold. Here are the four tests I put a use case through before writing the first line. Thu, 13 Aug 2026 00:00:00 GMT ai-applied Why most Hydrogen migrations take 6 months instead of 90 days https://nokaris.ca/en/insights/why-hydrogen-migrations-slip https://nokaris.ca/en/insights/why-hydrogen-migrations-slip Ninety days is achievable. What blows it up is almost never the storefront build: it's the Shopify app ecosystem you discover halfway through, the redesign grafted on along the way, and the content model nobody audited before quoting. Thu, 06 Aug 2026 00:00:00 GMT headless-commerce NestJS and Angular: the foundation for business applications that last https://nokaris.ca/en/insights/nestjs-angular-for-business-apps https://nokaris.ca/en/insights/nestjs-angular-for-business-apps For an e-commerce storefront I build headless. For the business application an SMB will keep for ten years, I choose NestJS and Angular — not out of fashion, but because the rigour they impose pays back in velocity over time. Conditions, trade-offs, and when I refuse this pairing. Thu, 02 Jul 2026 00:00:00 GMT devops Three mid-market AI projects that pay back within 90 days https://nokaris.ca/en/insights/three-ai-projects-that-pay-back https://nokaris.ca/en/insights/three-ai-projects-that-pay-back Counterpoint to the essay on cosmetic AI: three AI projects whose return is measurable within 90 days. Semantic search on a mature catalogue, support operations automation, copywriting under hard constraints. Conditions, metrics, method. Thu, 04 Jun 2026 00:00:00 GMT ai-applied