You Can't QA an LLM the Traditional Way
Traditional test cases assume the same input always produces the same output. Language models don't work like that — and Contexta is a case study in what you have to test instead.
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Interactive exercises that teach beginners to read and speak Thai, shipped to the App Store.

A widget that cycles the kanji you're learning onto your lock screen, backed by bonus exercises in the app.

A live tuition platform for professionals who can read and write English but freeze when they have to speak.
Traditional test cases assume the same input always produces the same output. Language models don't work like that — and Contexta is a case study in what you have to test instead.
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AI can help you build an app. Getting it App Store ready — branding, paywalls, ads, subscriptions, notifications and review — is a different job, and Thai Sabai was all of it.
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Lock screen widgets are some of the most valuable real estate on a phone — and paired with the right marketing, they can do more for an app than a feature list ever will. Kanji Loop is built around that bet.
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