Cheap LLM API Gateway: One-Key Token Cost Signals for Moderation Queues

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The least complex cheap LLM API gateway that works for logistics moderation is the one that makes every accepted report traceable to a tenant, a queue item, and an estimated cost before a human-review deadline is threatened. A single API key is convenient, but it is not the control plane. Per-tenant attribution is. TL;DR: Record estimated input and output usage at admission, reconcile it with final usage, and join both to queue age, retries, cache disposition, region policy, and batch status. Page on review risk, not on a vague increase in tokens.

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Let the model decide — then read the audit

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ProgrammingDEV Community ·

Flash Loan Attack Vector Analysis: Gauntlet

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ProgrammingDEV Community ·

I built my husband a vim trainer with a Gemma coach that runs in the browser

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