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LLMOps & ProductionHard· Rate Limiting· System Design· Externalities

Usage triples overnight. The team behind the open sourc...

Adding parallel workers is counterproductive because it increases the request volume, which is the exact cause of the rate limit threat. A blockchain ledger is irrelevant to the volume problem and adds unnecessary complexity and energy costs. The correct approach is to immediately reduce request volume by caching and batching grounding fetches behind a refresh window, while simultaneously opening a formal API or data-partner negotiation with the source to secure a sustainable access model.

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