Research and Innovation Laboratory for Software Development. Dense, technical writing on software engineering, MCP, and language design.https://www.tmdevlab.com/en-ushttps://www.tmdevlab.com/marreta-lang-launch.htmlhttps://www.tmdevlab.com/marreta-lang-launch.htmlThe launch of Marreta Lang, a focused DSL for REST APIs interpreted by a compiled native runtime. Why we built it, what the language looks like, and the developer experience it is built around.Mon, 15 Jun 2026 00:00:00 GMTMarreta LangREST APIDSLZero CeremonyNative RuntimeDeveloper ExperienceOpenAPIhttps://www.tmdevlab.com/jvm-engineering-enterprise-performance.htmlhttps://www.tmdevlab.com/jvm-engineering-enterprise-performance.htmlEnterprise systems demand predictable performance under sustained high-concurrency load, and the JVM was engineered exactly for that. This study walks through every major HotSpot subsystem to show where that robustness comes from and what it costs.Sun, 22 Mar 2026 00:00:00 GMTJVMHotSpotJIT CompilationGarbage CollectionG1 GCZGCVirtual ThreadsOpenJDKJavaClass LoadingSafepointsEnterprise Performancehttps://www.tmdevlab.com/mcp-server-performance-benchmark-v2.htmlhttps://www.tmdevlab.com/mcp-server-performance-benchmark-v2.htmlExpanded benchmark covering 15 MCP server implementations across Rust, Java (Spring Boot, WebFlux, Virtual Threads, GraalVM native), Quarkus, Micronaut, Go, Bun, Node.js, and Python. 39.9 million requests across three independent runs with I/O-bound workloads (Redis + HTTP API), 0% error rate.Sat, 28 Feb 2026 00:00:00 GMTMCPPerformanceBenchmarkRustQuarkusGraalVMNative ImageVirtual ThreadsGoJavaWebFluxMicronautBunNode.jsPythonk6RedisStreamable HTTPhttps://www.tmdevlab.com/mcp-server-performance-benchmark.htmlhttps://www.tmdevlab.com/mcp-server-performance-benchmark.htmlComprehensive performance analysis of MCP server implementations across Java, Go, Node.js, and Python. Testing 3.9 million requests over three benchmark rounds to measure latency, throughput, resource efficiency, and production-readiness characteristics under controlled load conditions.Wed, 11 Feb 2026 00:00:00 GMTMCPPerformanceBenchmarkJavaGoNode.jsPythonk6Load TestingDockerScalabilityhttps://www.tmdevlab.com/mcpx-gateway-incubating.htmlhttps://www.tmdevlab.com/mcpx-gateway-incubating.htmlA self-hosted gateway for the Model Context Protocol (MCP), enabling organizations to securely connect AI agents to MCP servers with tool governance, multi-tenant isolation, credential injection, and full observability. Built with Rust and Vue 3.Thu, 08 Jan 2026 00:00:00 GMTMCPGatewayRustKubernetesObservabilityAI InfrastructureTool Governancehttps://www.tmdevlab.com/mcp-zero-trust-security-governance.htmlhttps://www.tmdevlab.com/mcp-zero-trust-security-governance.htmlThird installment in the Production-Ready MCP series. Comprehensive analysis of Zero Trust architecture for MCP ecosystems, covering threat models, OAuth 2.1 flows, policy engines (OPA/Cedar), gateway security controls, supply chain verification, and enterprise implementation patterns for securing autonomous AI agents.Thu, 20 Nov 2025 00:00:00 GMTMCPZero TrustSecurityOAuth 2.1OPACedarSupply Chain SecurityAgentic AIEnterprise Securityhttps://www.tmdevlab.com/mcp-gateway-architecture-enterprise.htmlhttps://www.tmdevlab.com/mcp-gateway-architecture-enterprise.htmlSecond installment in the Production-Ready MCP series. Comprehensive examination of gateway patterns for agentic systems, federated registry architectures for service discovery, distributed systems patterns (Ambassador, BFF), and comparative analysis of production implementations from Microsoft, Docker, Kong, and Cloudflare.Wed, 19 Nov 2025 00:00:00 GMTMCPGatewayEnterprise ArchitectureOAuthSecurityRegistryAgentic AILLM Infrastructurehttps://www.tmdevlab.com/scalable-mcp-servers-kubernetes.htmlhttps://www.tmdevlab.com/scalable-mcp-servers-kubernetes.htmlFirst post in the Production-Ready MCP series. Technical analysis of Model Context Protocol server scalability, examining the transition from SSE to Streamable HTTP and distributed session management with Redis in Kubernetes environments.Tue, 18 Nov 2025 00:00:00 GMTMCPKubernetesDistributed SystemsRedisScalabilityLLM InfrastructureProtocol Design