Building Event-Driven AI Agents: Replacing Polling Loops with Redis Streams and Idempotent Workers

How to architect low-latency, reactive AI workflows that eliminate rate limits, slash compute overhead, and guarantee reliable execution under load

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The Audit Became a Build Step

I audited my travel site's legal-status dataset twice and the drift came back anyway — because an audit is a snapshot, and nothing held the agreement after the auditor left. So the...