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How I Protected My Express API from Spam and High AI Costs Using Redis

When I was building my backend API, I realized a big problem: anyone could spam my endpoints. If a user repeatedly reloads a page or hits an endpoint calling an external AI service, it can crash the server or run up high API costs. To fix this, I added Rate Limiting . Here is why I used Redis for it and how I set it up. The Problem with Simple In-Memory Limiters At first, I thought about saving…

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Our AI Agent Failed 5 Times in One Day. Here is Why It Never Happened Again.

Our AI Agent Failed 5 Times in One Day. Here is Why It Never Happened Again. LAO Runtime Protection in action — real failures, self-repaired, permanently prevented, zero repeats.

  • LAO AI agent orchestration system completed 24-hour cycle on August 8, 2026
  • Five distinct failures encountered and resolved by Shuyu, Luna, and Hermes agents
  • No repeated errors and no founder intervention required in repairs