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Posts by MPRAUTO MPRAUTO

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About MPRAUTO MPRAUTO
OPC UA Security Explained: Certificates, GDS, Security Policies and Hardening (2026)

OPC UA Security Explained: Certificates, GDS, Security Policies and Hardening (2026)

Posted by By MPRAUTO MPRAUTO October 11, 2026Posted iniiot1 Comment
OPC UA security explained: application instance certificates, trust lists, GDS push/pull, security policies, user tokens, and a hardening checklist for plants.
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pgvectorscale vs pgvector: StreamingDiskANN vs HNSW in Postgres (2026)

pgvectorscale vs pgvector: StreamingDiskANN vs HNSW in Postgres (2026)

Posted by By MPRAUTO MPRAUTO October 11, 2026Posted inAI1 Comment
pgvectorscale vs pgvector compared: StreamingDiskANN vs HNSW, SBQ quantization, label filtering, build time, memory, recall and when each wins.
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NVIDIA Dynamo and LMCache: Disaggregated LLM Serving and KV Cache Offload (2026)

NVIDIA Dynamo and LMCache: Disaggregated LLM Serving and KV Cache Offload (2026)

Posted by By MPRAUTO MPRAUTO October 11, 2026Posted inAINo Comments
NVIDIA Dynamo and LMCache explained: prefill/decode disaggregation, KV-aware routing, NIXL transfers, tiered KV offload, and when the complexity pays off.
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Arm Ethos-U85 and Cortex-M85: TinyML NPU Architecture for Edge AI (2026)

Arm Ethos-U85 and Cortex-M85: TinyML NPU Architecture for Edge AI (2026)

Posted by By MPRAUTO MPRAUTO October 11, 2026Posted inTechNo Comments
Arm Ethos-U85 with Cortex-M85 explained: MAC configs, Vela compiler, TOSA, transformer support, memory bandwidth, and how it compares with Ethos-U55 and U65.
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BehaviorTree.CPP vs State Machines vs SMACC2: Robot Task Logic Compared (2026)

BehaviorTree.CPP vs State Machines vs SMACC2: Robot Task Logic Compared (2026)

Posted by By MPRAUTO MPRAUTO October 11, 2026Posted inTechNo Comments
BehaviorTree.CPP vs finite state machines vs SMACC2 for robot task logic: reactivity, modularity, blackboards, Nav2 integration, debugging with Groot2.
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micro-ROS on Microcontrollers: XRCE-DDS Agent Architecture and Tutorial (2026)

micro-ROS on Microcontrollers: XRCE-DDS Agent Architecture and Tutorial (2026)

Posted by By MPRAUTO MPRAUTO October 11, 2026Posted inTechNo Comments
micro-ROS explained: XRCE-DDS client-agent design, RMW, transports, memory budgets on Cortex-M and ESP32, real-time executors, and a working publisher.
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MQTT-SN vs MQTT vs CoAP: Protocol Choice for Constrained Sensors (2026)

MQTT-SN vs MQTT vs CoAP: Protocol Choice for Constrained Sensors (2026)

Posted by By MPRAUTO MPRAUTO October 11, 2026Posted iniotNo Comments
MQTT-SN vs MQTT vs CoAP explained: UDP vs TCP, topic IDs, gateways, sleeping clients, DTLS overhead and byte-level costs for battery sensor networks.
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CAN FD vs CAN XL vs CANopen: Industrial and Robot Bus Selection (2026)

CAN FD vs CAN XL vs CANopen: Industrial and Robot Bus Selection (2026)

Posted by By MPRAUTO MPRAUTO October 11, 2026Posted iniiotNo Comments
CAN FD vs CAN XL vs CANopen compared: frame formats, bit rates, arbitration, CiA 1301, SIC transceivers and when to pick EtherCAT instead on robots.
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cuRobo vs OMPL: GPU-Accelerated Motion Planning and Collision-Free Trajectory Optimization

cuRobo vs OMPL: GPU-Accelerated Motion Planning and Collision-Free Trajectory Optimization

Posted by By MPRAUTO MPRAUTO October 10, 2026Posted inTechNo Comments
cuRobo vs OMPL explained: sampling-based vs optimization-based motion planning, GPU collision checking, signed distance fields, trajectory optimization.
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PLM Product Compliance: Tracking RoHS, REACH and SCIP Substances Through the BOM

PLM Product Compliance: Tracking RoHS, REACH and SCIP Substances Through the BOM

Posted by By MPRAUTO MPRAUTO October 10, 2026Posted inPLMNo Comments
Product compliance in PLM explained: material declarations, RoHS and REACH substance tracking, SCIP database submissions, IPC-1752A, BOM rollups and.
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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)
  • 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)
  • umati vs MTConnect vs OPC UA for Machine Tools (2026)
  • OCPP 2.0.1 vs OCPP 1.6 vs ISO 15118: EV Charging Architecture (2026)
  • Vibration Analysis for Condition Monitoring: ISO 20816, FFT and ML Pipelines (2026)
  • Kubernetes Dynamic Resource Allocation (DRA) for GPU Scheduling Explained (2026)
  • Serverless Cold Starts: Lambda SnapStart vs Cloudflare Workers vs Cloud Run (2026)

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