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AAS Units of Measurement 3.0: The unitId Change That Breaks ECLASS Wiring

AAS Units of Measurement 3.0: The unitId Change That Breaks ECLASS Wiring

Posted by By MPRAUTO MPRAUTO September 22, 2026Posted inTechNo Comments
IDTA-01003-b v3.0 redirects DataSpecificationIec61360 unitId from external dictionaries to a ConceptDescription. What breaks and how to migrate.
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Postgres 19 REPACK vs pg_repack vs VACUUM FULL: Online Table Maintenance Compared

Postgres 19 REPACK vs pg_repack vs VACUUM FULL: Online Table Maintenance Compared

Posted by By MPRAUTO MPRAUTO September 21, 2026Posted inTech1 Comment
Postgres 19 brings REPACK into core. How it compares to pg_repack and VACUUM FULL on locking, disk headroom, and failure recovery - plus what got cut from 19.
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Gateway API v1.6 TCPRoute and UDPRoute vs LoadBalancer Services and Vendor CRDs

Gateway API v1.6 TCPRoute and UDPRoute vs LoadBalancer Services and Vendor CRDs

Posted by By MPRAUTO MPRAUTO September 21, 2026Posted inTech1 Comment
Gateway API v1.6 graduates TCPRoute and UDPRoute to Standard and v1. What that means for MQTT, Postgres and DNS traffic you used to route with vendor CRDs.
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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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Jetson T3000 vs T4000 vs T5000: Choosing a Thor Module on Bandwidth, MIG, and Power

Jetson T3000 vs T4000 vs T5000: Choosing a Thor Module on Bandwidth, MIG, and Power

Posted by By MPRAUTO MPRAUTO September 21, 2026Posted inTechNo Comments
NVIDIA added T3000 and T2000 to the Jetson Thor line in July 2026. Memory bandwidth, MIG support, networking and power compared for robotics builds.
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TensorRT 11 vs TensorRT 10: Porting IPluginV2 to IPluginV3 Before Your Build Breaks

TensorRT 11 vs TensorRT 10: Porting IPluginV2 to IPluginV3 Before Your Build Breaks

Posted by By MPRAUTO MPRAUTO September 21, 2026Posted inTechNo Comments
TensorRT 11 removed the entire IPluginV2 family, weak-typing builder flags, and implicit quantization. What breaks in your engine build and how to port it.
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Nav2 Lyrical vs Kilted: MPPI Trajectory Validation and the New BT Control Nodes

Nav2 Lyrical vs Kilted: MPPI Trajectory Validation and the New BT Control Nodes

Posted by By MPRAUTO MPRAUTO September 21, 2026Posted inTech3 Comments
Nav2 for ROS 2 Lyrical adds OptimalTrajectoryValidator for MPPI, per-critic trajectory visualization, and PauseResumeController. What changed and how to migrate.
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Ethernet-APL vs Ethernet-SPE: Power Classes, PoDL, and What IEC TS 63444 Edition 2 Changed

Ethernet-APL vs Ethernet-SPE: Power Classes, PoDL, and What IEC TS 63444 Edition 2 Changed

Posted by By MPRAUTO MPRAUTO September 21, 2026Posted inTechNo Comments
APL and SPE are not the same thing. IEC TS 63444 Edition 2 (June 2026) adds a new APL power class and folds in Ethernet-SPE. What changed and why it matters.
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ISO 23247-6 Digital Twin Composition: Integrated vs Unified vs Federated

ISO 23247-6 Digital Twin Composition: Integrated vs Unified vs Federated

Posted by By MPRAUTO MPRAUTO September 21, 2026Posted inTechNo Comments
ISO 23247-6 published July 2026 names three ways to compose digital twins: integrated, unified, federated. What each means and when to pick it.
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Eclipse 4diac 3.3: EtherCAT, Event Sequence View, and Headless Validation for IEC 61499

Eclipse 4diac 3.3: EtherCAT, Event Sequence View, and Headless Validation for IEC 61499

Posted by By MPRAUTO MPRAUTO September 20, 2026Posted inTechNo Comments
4diac 3.3 shipped 9 Sept 2026: core EtherCAT in FORTE, an Event Sequence view, and headless OCL validation. What changes for IEC 61499 teams.
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Posts pagination

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  • Retries, Backoff with Jitter, Circuit Breakers and Retry Budgets: Resilience Patterns (2026)
  • SOME/IP and Automotive Ethernet: Service-Oriented Architecture for the Software-Defined Vehicle (2026)
  • DNP3 Protocol Deep Dive: Link, Transport and Application Layers, Secure Authentication and SCADA Utilities (2026)
  • OAuth 2.1, PKCE, OIDC and JWT Validation Pitfalls: A Token Security Guide (2026)
  • Interchange Fees and Least-Cost Routing: Card Payment Cost Architecture (2026)
  • Payment Retries and Dunning: Smart Retry Architecture for Recovering Failed Card Payments (2026)
  • Browser Agents Architecture: DOM, Accessibility Tree vs Vision, and Playwright MCP (2026)
  • Mechanistic Interpretability: Sparse Autoencoders, Features and Circuits in LLMs (2026)
  • Distributed Training Parallelism: Data, Tensor, Pipeline, FSDP/ZeRO and NCCL Collectives (2026)
  • Probabilistic Data Structures: Bloom Filters, HyperLogLog, Count-Min Sketch and Cuckoo Filters (2026)
  • Load Balancing Algorithms: Power of Two Choices, Maglev and L4 vs L7 (2026)
  • MVCC and Transaction Isolation Levels: Snapshot Isolation, Write Skew and SSI (2026)
  • ISA-100.11a vs WirelessHART: Wireless Industrial Networks Compared
  • Iceberg Catalogs: Polaris vs Nessie vs Unity Comparison (2026)
  • IO-Link Wireless: Industrial Sensor Network Architecture
  • Model Context Protocol (MCP) Explained: How It Works (2026)
  • Idempotent API Design: The Complete Engineering Guide
  • Agentic Digital Twins: AI-Driven Twins in 2026
  • OpenPLC v3 + Modbus TCP: Open-Source PLC Architecture
  • LLMs on Jetson Orin Benchmarked (2026): tok/s & VRAM
  • Claude Skills Architecture: Dynamic Capability Injection for LLM Agents
  • PROFIBUS Protocol: The Complete Technical Guide to Process and Factory Fieldbus
  • Database Sharding Strategies: Consistent Hashing, Rendezvous Hashing and Online Resharding (2026)
  • TLS 1.3 for Constrained IoT Devices: Handshake, 0-RTT, mTLS and Performance Costs (2026)
  • Hybrid Logical Clocks vs Vector Clocks: Event Ordering for Distributed IoT and Edge (2026)
  • Card Issuing Architecture: Processors, BIN Sponsors, JIT Funding and Authorization Flow (2026)
  • Core Banking Modernization: Strangler Fig, Event-Driven Cores and Migration Risk (2026)
  • Spot GPU Training: Checkpointing, Preemption Handling and Fault-Tolerant LLM Jobs (2026)
  • RAG Latency Budget: Optimizing Retrieval, Reranking and Streaming for Production (2026)
  • SBOM and VEX: CycloneDX vs SPDX for Software Supply Chain Vulnerability Triage (2026)
  • Kafka Exactly-Once Semantics: Idempotent Producers, Transactions and Their Limits (2026)
  • Raft vs Paxos: Leader Election, Log Replication and Consensus Failure Modes (2026)
  • LSM-Trees and RocksDB: Compaction, Write Amplification and Tuning (2026)
  • Saga Pattern: Orchestration vs Choreography and Compensating Transactions (2026)
  • Neural Operators (FNO, DeepONet) vs PINNs for Engineering Surrogate Models (2026)
  • Digital Twin Maturity Model: Fidelity Levels, ROI and a Practical Framework (2026)
  • Software-Defined Vehicle: AUTOSAR Classic vs Adaptive Architecture (2026)
  • Battery Management System (BMS) Architecture: SoC, SoH Estimation and Digital Twins (2026)
  • Project Haystack vs Brick Schema vs RealEstateCore for Building Digital Twins (2026)

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