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5 stories

Stories

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

    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.

    Dev.to AI8 min read
  • How I Stopped 2 AM Outage Loops Using Hindsight Memory

    You know the feeling. Pager goes off at 2 AM. You stumble to your laptop, open the terminal, and stare at a PostgreSQL stack trace you've seen before — but can't remember exactly what fixed it last time. You dig through Slack threads, closed Jira tickets, and a half-finished runbook.

    Dev.to AI4 min read

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