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The Same Prompt Twice Is Double Quota: A Verifiable Cache for Free Model Endpoints

Free model endpoints bill quota per token. Send the same prompt twice, and you pay twice. Retries protect you from failures. They do not protect you from duplicates. A cache layer does. This tutorial builds one from zero. Every stage ends with a verification step. No frameworks. No dependencies. One Node.js file. The problem CI jobs repeat prompts. Tests re-run the same summarization. Previews…

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My friend took out a loan to pay a website troll $45,000

A friend of mine runs a beauty brand on Shopify. Last month he called me, shaken. An “ADA troll” had filed an $80,000 lawsuit against him — over a handful of technical things on his website.

  • Shopify owner received $45,000 settlement from website troll
  • Trolls scan thousands of sites for easy targets with defects
  • Engineer created tool to alert website owners to technical issues

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