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Building an AI-Powered Operations Assistant with Spring AI and MongoDB Atlas — Part 2: Conversational Memory

Author: Matteo Rossi Original post on Foojay: Read More Table of Contents The Problem with Stateless ChatWhat We Are BuildingTwo Different Kinds of MemoryMix & MatchShort-Term Memory: Keeping the Conversation CoherentLong-Term Memory: Carrying Knowledge Across SessionsMemory Consolidation: From Conversation to Durable FactThe Advisor Chain and Why Order MattersThe Atlas Index for MemoriesTrying It OutConclusion and What’s Next This is the …

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Why Spring Teams Don’t Need a Second Runtime for AI Agents

Author: Sekka Original post on Foojay: Read More Table of Contents What agents actually need in productionWhat Spring already gives youBUILD: Create agent teamsGOVERN: Budget, approvals, permissions, checkpointsOPERATE: Observe, recover and run safely Retry that understands cost Operational sovereignty One stack, one runtimeGetting started A JVM-native runtime for building, governing and operating AI agents on existing Spring infrastructure. Every time …

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Your TLS Stack Is Lying to You About Zero-Copy

Author: Arkadiusz Przychocki Original post on Foojay: Read More Table of Contents The “No Waste Compute” ConstraintThe Impedance Mismatch in Memory OwnershipThe Netty QuestionExplicit State and FFMWhat the Exploratory Benchmarks ProveThe GC Layer and the True Cost of AbstractionsWhere SSLEngine Still WinsWhat I Changed, and What I Gave Up The “No Waste Compute” Constraint When I started designing the Exeris …

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