Laravel Filament Admin Dashboard for AI Applications: Token Costs, Prompt Management, and Agent Audit Trails

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You have the AI pipeline. You have the service classes, the middleware, the queued jobs. The backend is instrumented. What you do not have is any way to look at it without writing a SQL query at 2am because costs just spiked. That is the gap this article closes. A Laravel Filament admin dashboard is not the glamorous part of AI development. But the teams that skip it are the ones who discover they have been over-spending on tokens for six weeks, or that an agent ran a destructive tool call nob

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