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Model Context Protocol (MCP) Explained: How It Works (2026)

Model Context Protocol (MCP) Explained: How It Works (2026)

Posted by By MPRAUTO MPRAUTO October 16, 2026Posted inAI3 Comments
Model Context Protocol (MCP) Explained: How It Works (2026) - updated October 2026 with verified facts, diagrams and FAQ.
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MCP Goes Stateless: Migrating to the 2026-07-28 Spec

MCP Goes Stateless: Migrating to the 2026-07-28 Spec

Posted by By MPRAUTO MPRAUTO September 26, 2026Posted inAI2 Comments
MCP's 2026-07-28 spec removes protocol sessions and the handshake, going fully stateless - a migration guide to what breaks and how to fix it.
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langchain-mcp-adapters vs Native langchain.mcp (2026)

langchain-mcp-adapters vs Native langchain.mcp (2026)

Posted by By MPRAUTO MPRAUTO September 25, 2026Posted inAINo Comments
LangChain 1.4 folds MCP support into langchain.mcp, replacing langchain-mcp-adapters. Migration guide, the MCPAdapter class, elicitation, and OAuth 2.1 setup.
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MCP Tasks vs Streaming vs Webhooks: Handling Long-Running Agent Tool Calls

MCP Tasks vs Streaming vs Webhooks: Handling Long-Running Agent Tool Calls

Posted by By MPRAUTO MPRAUTO September 21, 2026Posted inTechNo Comments
The MCP Tasks extension turns long tool calls into a polling state machine. How it compares to SSE streaming and webhooks, and when each one breaks.
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OPC UA Companion Specifications as MCP Tools: Wiring Industrial Semantics into AI Agents (2026)

OPC UA Companion Specifications as MCP Tools: Wiring Industrial Semantics into AI Agents (2026)

Posted by By MPRAUTO MPRAUTO September 19, 2026Posted inTechNo Comments
OPC UA has 400+ companion specifications of industrial semantics. How to expose them to AI agents as MCP tools and RAG corpora - architecture, pitfalls and safety.
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MCP 2026-07-28 Spec Migration: 8 Breaking Changes Stateless Servers Must Handle

MCP 2026-07-28 Spec Migration: 8 Breaking Changes Stateless Servers Must Handle

Posted by By MPRAUTO MPRAUTO September 18, 2026Posted inTech4 Comments
The MCP 2026-07-28 spec makes servers stateless and horizontally scalable. The 8 changes that break deployed servers, and how to migrate each one.
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MCP Server Frameworks (2026): FastMCP vs Official SDK

MCP Server Frameworks (2026): FastMCP vs Official SDK

Posted by By MPRAUTO MPRAUTO August 4, 2026Posted inAINo Comments
MCP server frameworks compared: FastMCP vs the official Model Context Protocol SDKs vs alternatives - transports, auth, ergonomics, deployment. 2026 decision guide.
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  • APQP and PPAP in PLM: Digital Quality Planning, Control Plans, PFMEA Links and Part Submission Warrants (2026)
  • Collaborative Robot Safety Explained: ISO 10218, ISO/TS 15066, Power and Force Limiting and Speed and Separation Monitoring (2026)
  • ISO 26262 vs SOTIF (ISO 21448) vs ISO/SAE 21434: Functional Safety, Intended Functionality and Cybersecurity Compared (2026)
  • RAIN RFID and EPCIS 2.0 Traceability Architecture: Item-Level Tracking from Reader to Event Repository (2026)
  • E-Invoicing Architecture: Peppol, EN 16931, Clearance Models and Continuous Transaction Controls Explained (2026)
  • How to Implement SCIM 2.0 Provisioning: User Lifecycle, Group Sync and Deprovisioning for B2B SaaS (2026)
  • DDoS Protection Architecture: Anycast Scrubbing, L3/L4 vs L7 Mitigation, Rate Limiting and Origin Shielding (2026)
  • Blue-Green vs Canary vs Rolling vs Shadow Deployments: Deployment Strategies Compared for Kubernetes and Beyond (2026)
  • Warehouse Digital Twin Architecture: Discrete-Event Simulation, WMS Integration, Slotting and Throughput What-Ifs (2026)
  • How to Add Verifiable Citations to RAG Answers: Attribution, Span-Level Grounding and Citation Evals (2026)
  • Speaker Diarization Architecture: Who Spoke When with pyannote, End-to-End Neural Diarization and Streaming Pipelines (2026)
  • KubeCon North America 2026 Recap: AI Inference, Agentic Workloads and What Actually Shipped for Platform Teams
  • The WebAssembly Component Model on the Server: Wasm vs Containers (2026)
  • Agent Benchmarks in 2026: SWE-bench Verified, GAIA, and tau-bench
  • Ethernet-APL Reference Architecture: Two-Wire Ethernet for Process Automation (2026)
  • Semantic Caching for LLM Applications: Architecture (2026)
  • LoRaWAN vs NB-IoT vs LTE-M: Industrial IoT (2026)
  • Maintenance Digital Twin: Integrating CMMS Work Orders, ISO 14224 Asset Hierarchies and Condition Data (2026)
  • How to Apply the Purdue Model in 2026: OT Network Segmentation, Industrial DMZ Design and Where Zero Trust Fits
  • Part Classification and Design Reuse in PLM: Classification Schemas, ECLASS, Geometric Similarity Search and Duplicate Part Prevention (2026)
  • ISO 50001 Energy Management with IIoT: EnPIs, Energy Baselines and Sub-Metering Architecture (2026)
  • Device Shadow vs Device Twin: AWS IoT Device Shadow, Azure IoT Hub Device Twins and Eclipse Ditto Compared (2026)
  • Cellular IoT Power Saving Explained: PSM, eDRX and RAI on LTE-M and NB-IoT for Multi-Year Battery Life (2026)
  • LLM Observability and LLMOps: Tracing, Evals, Drift
  • Multi-Currency Ledger Architecture: FX Conversion, Revaluation, Rounding and Minor Units in Double-Entry Systems (2026)
  • Data Residency and Sovereign Cloud Architecture: Region Pinning, Customer-Held Keys and Cross-Border Data Flows (2026)
  • Ransomware-Resilient Backup Architecture: Immutable Storage, Object Lock, Logically Air-Gapped Vaults and Recovery Drills (2026)
  • Cloud Disaster Recovery Strategies Compared: Backup and Restore vs Pilot Light vs Warm Standby vs Multi-Site Active-Active (2026)
  • LLM Sycophancy: How to Measure and Mitigate Agreeable-but-Wrong Answers in Production Assistants (2026)
  • Voice AI Agents Architecture: Real-Time Speech-to-Speech Pipelines, Latency Budgets and Turn-Taking (2026)
  • Industrial Machine Vision Defect Detection: Edge AI 2026
  • FIX to ISO 20022 Migration: System Design Architecture (2026)
  • OpenTelemetry Collector Architecture: Pipelines, Processors, Exporters
  • Zenoh for Industrial IoT: Reference Architecture (2026)
  • Historian Data Compression: Deadband, Swinging Door and Exception Reporting for Industrial Time Series (2026)
  • Configuration Management in PLM: Baselines, Effectivity and Product Structure Versioning (2026)
  • Digital Twin of the Organization and Process Twins: Process Mining, Simulation and Event Logs as Twin Data (2026)
  • Securing CoAP for Constrained IoT: DTLS 1.3, OSCORE and EDHOC Compared (2026)
  • Building a Digital Twin with DTDL v3 and Azure Digital Twins: End-to-End Tutorial (2026)

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