I Was About to Spend Money on Ads. So I Made an AI Agent Test My Product for 29 Hours.

872 million tokens processed — 97.63% of them cached inputs. 5,222 tool calls. 88 issues closed. Zero...

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Dev.to tutorial 30m ago

Define once, cite everywhere

LLM-written specs restate your product slightly differently every time. Paraphrase is drift. One canonical rule + citations with content digests fixes it in 30 seconds.