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Buildkite uses multi-LLM gateway to ensure feature uptime

Buildkite's engineering team implemented a strategy to maintain service availability for their natural language build query feature, despite relying on external LLM providers. They deployed a gateway called Bifrost, which routes requests across multiple LLM providers like OpenAI, Anthropic, and Bedrock. This fallback mechanism ensures that if one provider experiences an outage or throttling, the request is automatically rerouted to another, maintaining a higher overall service uptime and allowing them to track availability based on their gateway's performance rather than individual LLM provider status. AI

IMPACT Enables more robust enterprise applications by abstracting away LLM provider instability.

RANK_REASON The article describes the implementation of a specific tool (Bifrost) to solve a practical problem in managing LLM dependencies.

Read on dev.to — LLM tag →

AI-generated summary · Google Gemini · from 1 sources. How we write summaries →

COVERAGE [1]

  1. dev.to — LLM tag TIER_1 English(EN) · claire nguyen ·

    Error budgets for an LLM dependency you don't control

    <p><strong>TL;DR: We shipped a natural-language build-query feature at Buildkite, then tried to put a 99.9% SLO on it. Turns out you can't promise uptime for a model provider you don't run. We put Bifrost in front, failed over across three providers, and now the error budget trac…