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Semantic caching reduces LLM calls by 58% in flaky-test summarization

TL;DR: Our internal flaky-test summariser at Buildkite was firing ~40k LLM calls a day, and most were near-duplicates of failures we'd already explained. Switching on semantic caching in Bifrost cut live provider calls by 58% and dropped p50 latency on cache hits from ~900ms to about 40ms. It also k

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Semantic caching reduces LLM calls by 58% in flaky-test summarization

Deep Analysis

Multi-Source Intelligence

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Semantic caching reduces LLM calls by 58% in flaky-test summarization

Deep Analysis

Multi-Source Intelligence

Related Stories

Why Statistics is the Invisible Backbone of Data Science

Strong vs Eventual Consistency in Distributed Storage (Without the Confusion)

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