lab: moonshine-ai-tools / admin workflow / content ops
Context: AI in an admin panel is useful when it speeds up routine work without taking publishing control away. Especially for a portfolio, where texts, projects and notes should stay authored.
Problem: a generate button can fill fields quickly, but without review it becomes a stream of identical phrases. You need modes: draft, translate, improve, summarize and verify.
Approach: a MoonShine workflow should show the source text, AI suggestion, diff and user action. Translations must preserve structure, content blocks must not break HTML fragments and notes must not turn a research log into advertising copy.
Conclusion: the best AI in an admin panel works like an editor assistant: it suggests, explains, leaves a trace and never publishes a questionable change by itself.
Next step: add preview before saving and history of AI operations: who ran it, provider, prompt and what changed.