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AI

One Project Ate the Shared Free Tier: A Per-Project Quota Pattern for LLM Gateways

Three projects shared one gateway, one API key, and one 10-million-token allowance. On day nineteen, a batch job that summarized support tickets consumed 7.1 million tokens in four hours, and every…

  • Three projects shared a single gateway with a 10-million-token allowance.
  • Batch job consumed 7.1 million tokens in four hours, exhausting quota.
  • MonkeyCode implemented per-project quota layer to prevent future issues.

AI

10 Million Free Tokens: A Token-Budget Field Test on a Free Server

A teammate received a free AI coding allowance last month. He burned it in two days. Not on complex architecture. On repeated full-file rewrites. Each rewrite consumed thousands of tokens.

  • Ten million tokens allow diverse AI coding tasks, from generation to refactoring
  • Budgetharness.py logs requests for token cost tracking in CSV format
  • Free server handles short tasks well but struggles with long completions

AI

UK to use Ukraine battlefield data to train AI to protect sensitive sites

London and Kyiv in deal to help stop protesters and hostile states targeting military bases and critical infrastructure AI models trained on Ukrainian battlefield data will be used to stop protesters and foreign states targeting UK defence sites, railways and energy plants under a deal struck between London and Kyiv.

AI

No Discount Survives an AI That Can’t See It

Loyalty benefits used to show up at checkout: a card swiped, a code entered, a discount applied after the decision was already made. That moment is moving earlier, into the conversation where an artificial intelligence agent is still deciding where to buy. Synchrony announced an enterprise collaboration with OpenAI on Aug.

AI

Building a restaurant telephony AI host with Amazon Connect

Learn how to build a voice ordering system for restaurants that answers a phone call and takes an order end to end, with no app, no website, and no sign-in.

  • Amazon Connect AI host takes phone orders without app or website
  • Amazon Connect Agentic Voice handles speech processing in real-time
  • Backend services integrated via Model Context Protocol (MCP)
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