https://streamflowmesh.io/blog Engineering notes on real-time event streaming, event mesh architecture and AI agent infrastructure. en Thu, 06 Aug 2026 22:14:35 GMT https://streamflowmesh.io/blog/why-we-rebuilt-kafka-wire-protocol-for-ai-agents https://streamflowmesh.io/blog/why-we-rebuilt-kafka-wire-protocol-for-ai-agents Three architectural bets, a benchmark at 4.13M msg/s on commodity hardware, and the one thing we got wrong along the way. Engineering Thu, 06 Aug 2026 22:14:35 GMT https://streamflowmesh.io/blog/observe-decide-act-loop-architecture-pattern https://streamflowmesh.io/blog/observe-decide-act-loop-architecture-pattern The pattern production AI agent teams keep converging on, why separating the three stages matters, and how to implement it cleanly. Architecture Thu, 06 Aug 2026 22:14:35 GMT https://streamflowmesh.io/blog/mcp-tool-calling-production-patterns https://streamflowmesh.io/blog/mcp-tool-calling-production-patterns Model Context Protocol works beautifully in a demo. In production, tool calls fail, time out, and cascade. Here are the four patterns we use to keep them boring. Engineering Thu, 06 Aug 2026 22:14:35 GMT https://streamflowmesh.io/blog/stateful-agents-without-vector-db https://streamflowmesh.io/blog/stateful-agents-without-vector-db Vector databases became the default memory layer for AI agents almost by accident. For most agentic workloads, they are the wrong tool. Here is what to use instead. Architecture Thu, 06 Aug 2026 22:14:35 GMT https://streamflowmesh.io/blog/event-mesh-vs-message-broker https://streamflowmesh.io/blog/event-mesh-vs-message-broker Kafka is a message broker. Event meshes route decisions. The distinction matters more the moment you put AI agents on the wire. Architecture Thu, 06 Aug 2026 22:14:35 GMT https://streamflowmesh.io/blog/backpressure-ai-agents https://streamflowmesh.io/blog/backpressure-ai-agents Every streaming system needs backpressure. AI agents make it harder because the cost per message is 1000x higher and unpredictable. Here is the pattern that works. Engineering Thu, 06 Aug 2026 22:14:35 GMT https://streamflowmesh.io/blog/kafka-wire-protocol-runtime https://streamflowmesh.io/blog/kafka-wire-protocol-runtime Reimplementing the Kafka wire protocol is a solved problem. The hard part is what happens after the bytes arrive. Here is what a modern streaming runtime has to get right. Engineering Thu, 06 Aug 2026 22:14:35 GMT https://streamflowmesh.io/blog/why-most-enterprise-ai-agent-platforms-fail-at-scale https://streamflowmesh.io/blog/why-most-enterprise-ai-agent-platforms-fail-at-scale Most enterprise AI agent platforms break when they hit production scale. Here's why and what a real-time decision engine does differently. Engineering Sat, 11 Apr 2026 21:54:42 GMT https://streamflowmesh.io/blog/how-ai-agents-are-transforming-real-time-data-streaming https://streamflowmesh.io/blog/how-ai-agents-are-transforming-real-time-data-streaming AI agents are revolutionizing real-time data streaming, moving beyond simple collection to proactive understanding and reaction. Discover how StreamFlow enables this transformation. Engineering Sat, 11 Apr 2026 21:26:36 GMT