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Posts by MPRAUTO MPRAUTO

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About MPRAUTO MPRAUTO
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 inAI6 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 inTech2 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 iniot4 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 iniiot2 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 inPLM1 Comment
Product compliance in PLM explained: material declarations, RoHS and REACH substance tracking, SCIP database submissions, IPC-1752A, BOM rollups and.
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Reduced-Order and Surrogate Models for Real-Time Digital Twins: POD, PINNs and Neural Operators

Reduced-Order and Surrogate Models for Real-Time Digital Twins: POD, PINNs and Neural Operators

Posted by By MPRAUTO MPRAUTO October 10, 2026Posted iniiotNo Comments
Reduced-order and surrogate models for digital twins explained: proper orthogonal decomposition, PINNs, neural operators, Gaussian processes.
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ISO 8583 vs ISO 20022: Card Messaging, Payment Message Formats and Why Both Still Run

ISO 8583 vs ISO 20022: Card Messaging, Payment Message Formats and Why Both Still Run

Posted by By MPRAUTO MPRAUTO October 10, 2026Posted inTech2 Comments
ISO 8583 vs ISO 20022 explained: bitmaps, data elements, authorization vs clearing, XML message families, field mapping challenges and how card and bank.
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Posts pagination

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  • Teamcenter 2606: Copilot for CAD and PMI, New Active Workspace, SAP and Polarion Links (2026)
  • Isaac Sim 6.2: Newton 1.6.1, Cortex Removal and Breaking Changes Before You Upgrade (2026)
  • Matter 1.6 and 1.6.1: Groupcast, NFC Setup, Joint Fabric, Product Security 1.1 (2026)
  • Linux 7.1 Mainline PREEMPT_RT on 32-bit ARM: Build, Measure Latency, Compare With Zephyr (2026)
  • Qualcomm Dragonwing Q-2390 vs IQ-2390: A78, 1.1 TOPS NPU, TSN, RISC-V Core (2026)
  • Terraform MCP Server GA: Connecting AI Assistants to HCP Terraform Safely (2026)
  • GitHub’s 8-Hour Outage (Aug 17, 2026): Build a CI/CD Fallback With Mirrors and Runners
  • Google Cloud europe-west2-b Outage (Oct 20, 2026): What Failed and Multi-Zone Failover Design
  • Python 3.15 for ML Pipelines: Lazy Imports, frozendict, Tachyon Profiler and JIT (2026)
  • Nex-N2.5 Agent Models Explained: 1.6T Max, 397B Pro, 35B Mini and the Open-Weights Status (2026)
  • MBZUAI K2 Horizon: Six Fully Open Models up to 375B-A23B, Apache 2.0, With Training Recipes (2026)
  • StepFun Step 5 Preview Open Weights: 600B MoE, 27B Active, 1M Context for Agents (2026)
  • OpenTelemetry GenAI Semantic Conventions: Tracing LLM Calls, Agents, Tokens and Cost (2026)
  • ROS 2 QoS Profiles and DDS Tuning: Reliability, Durability, Deadline and Lifespan over Lossy Wi-Fi (2026)
  • Apache Arrow Flight SQL for High-Throughput Telemetry: Columnar Zero-Copy vs gRPC vs MQTT (2026)
  • ChirpStack LoRaWAN Network Server Architecture: Gateway Bridge, ADR, Multicast and FUOTA (Self-Hosted, 2026)
  • CBOR vs Protobuf vs MessagePack vs FlatBuffers: Encoding IoT Payloads on Constrained Devices (nanopb, CDDL, COSE) (2026)
  • Kubernetes In-Place Pod Resize: Vertical Scaling Without Restarts, VPA, cgroups and QoS (2026)
  • Model Cards, Datasheets and ML-BOM (CycloneDX): AI Supply-Chain Provenance and EU AI Act Documentation (2026)
  • RAG Retrieval Evaluation: Recall@k, nDCG, MRR, Golden Sets and RAGAS in a CI Pipeline (2026)
  • 800V DC Power for AI Data Centers: Solid-State Transformers, Rack Architecture and Efficiency Math (2026)
  • Vehicle Signal Specification (VSS) and Eclipse Kuksa: Software-Defined Vehicle Data Layer Architecture (2026)
  • Rust Embedded for IoT Firmware: Embassy Async vs Zephyr vs FreeRTOS on Cortex-M (2026)
  • WebGPU In-Browser LLM Inference: WebLLM, WGSL Kernels, VRAM Limits and When It Beats WASM (2026)
  • LLM Gateways Compared: LiteLLM vs Portkey vs Kong AI Gateway vs Cloudflare AI Gateway (2026)
  • Managed Kubernetes in 2026: EKS vs GKE vs AKS on Networking, Upgrades, Autoscaling and Cost
  • Co-Simulation Master Algorithms: Jacobi vs Gauss-Seidel, SSP and Algebraic Loops for Digital Twins (2026)
  • SROS2: ROS 2 Security with DDS-Security, Enclaves, Certificates and Access Control Policies (2026)
  • SLH-DSA vs ML-DSA vs FN-DSA: Post-Quantum Firmware Signing and Secure Boot for IoT (2026)
  • A/B Testing for ML Systems: CUPED, Sequential Testing, Interleaving and Contextual Bandits (2026)
  • Vitess vs Citus vs CockroachDB: Horizontal Sharding Architecture for MySQL and PostgreSQL (2026)
  • Distributed Locks, Leases and Fencing Tokens: Redlock Critique and etcd/ZooKeeper Correctness (2026)
  • Confidential VMs: Intel TDX vs AMD SEV-SNP vs Arm CCA and Remote Attestation Architecture (2026)
  • GPU Sharing on Kubernetes: NVIDIA MIG vs MPS vs Time-Slicing vs vGPU for Multi-Tenant Inference (2026)
  • LLM Prefix Caching: RadixAttention vs vLLM Automatic Prefix Caching and KV Cache Reuse (2026)
  • Requirements Management in PLM: ReqIF, DOORS vs Jama vs Polarion and End-to-End Traceability (2026)
  • Large-Scale Digital Twin Visualization: 3D Tiles, Cesium, Point Cloud Streaming and LOD Architecture (2026)
  • TSN Time-Aware Shaper (IEEE 802.1Qbv): Gate Control List Scheduling for Deterministic Industrial Ethernet (2026)
  • ISA-88 Batch Control: Recipe Management, the Physical and Procedural Models, and MES/Digital Twin Integration (2026)

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