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Posts by MPRAUTO MPRAUTO

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About MPRAUTO MPRAUTO
Newton vs MuJoCo Warp vs Isaac Lab: Choosing a GPU Physics Stack for Robotics in 2026

Newton vs MuJoCo Warp vs Isaac Lab: Choosing a GPU Physics Stack for Robotics in 2026

Posted by By MPRAUTO MPRAUTO September 18, 2026Posted inTechNo Comments
Newton, MuJoCo Warp and Isaac Lab compared for 2026 sim-to-real: solver choice, contact models, the Warp and OpenUSD dependency, and which layer you actually pick.
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AI Agent Sandboxes Compared: Firecracker vs gVisor vs Kata for Untrusted Code in 2026

AI Agent Sandboxes Compared: Firecracker vs gVisor vs Kata for Untrusted Code in 2026

Posted by By MPRAUTO MPRAUTO September 18, 2026Posted inTech3 Comments
Running LLM-generated code safely in 2026: Firecracker, gVisor and Kata compared on isolation boundary, cold start, GPU passthrough and operational cost.
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Apache Iceberg v3 Explained: 7 Spec Features That Change Your Lakehouse Upgrade Plan (2026)

Apache Iceberg v3 Explained: 7 Spec Features That Change Your Lakehouse Upgrade Plan (2026)

Posted by By MPRAUTO MPRAUTO September 18, 2026Posted inTech1 Comment
Iceberg v3 adds deletion vectors, row lineage, VARIANT and geospatial types. What each feature changes, engine support, and how to sequence the upgrade.
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STEP AP242 vs JT vs QIF: Choosing an MBD Exchange Format in 2026

STEP AP242 vs JT vs QIF: Choosing an MBD Exchange Format in 2026

Posted by By MPRAUTO MPRAUTO September 18, 2026Posted inTech1 Comment
AP242, JT and QIF compared for model-based definition in 2026: semantic vs graphical PMI, metrology round-trip, archival and which format each job needs.
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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 inTech3 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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Kubernetes 1.37 DRA Explained: 6 Changes That Retire the GPU Device Plugin in 2026

Kubernetes 1.37 DRA Explained: 6 Changes That Retire the GPU Device Plugin in 2026

Posted by By MPRAUTO MPRAUTO September 18, 2026Posted inTech3 Comments
Kubernetes 1.37 made DRA Extended Resources stable and device taints GA. What changes for GPU scheduling, and how to migrate off the device plugin.
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EU Cyber Resilience Act 24-Hour Reporting: A 5-Step Compliance Architecture for IIoT Vendors (2026)

EU Cyber Resilience Act 24-Hour Reporting: A 5-Step Compliance Architecture for IIoT Vendors (2026)

Posted by By MPRAUTO MPRAUTO September 18, 2026Posted inTech1 Comment
EU CRA reporting obligations went live 11 Sept 2026. A 5-step architecture for IIoT vendors: detection, triage, the 24h/72h/14-day clock and ENISA submission.
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IEC/IEEE 60802 TSN Profile: 7 Decisions Industrial Network Architects Must Make in 2026

IEC/IEEE 60802 TSN Profile: 7 Decisions Industrial Network Architects Must Make in 2026

Posted by By MPRAUTO MPRAUTO September 18, 2026Posted inTech4 Comments
IEC/IEEE 60802 published June 2026. The industrial TSN profile explained: feature selections, conformance testing, PROFINET migration and 7 architect decisions.
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Asset Administration Shell Submodels in Practice (2026 Guide)

Asset Administration Shell Submodels in Practice (2026 Guide)

Posted by By MPRAUTO MPRAUTO September 17, 2026Posted iniiot1 Comment
How Asset Administration Shell (AAS) submodels work in practice for 2026: digital nameplate, submodel templates, IDTA specs, serialization and interop gaps.
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Jetson Thor vs Jetson Orin AGX: 2026 Edge AI Upgrade Guide

Jetson Thor vs Jetson Orin AGX: 2026 Edge AI Upgrade Guide

Posted by By MPRAUTO MPRAUTO September 17, 2026Posted inAI2 Comments
NVIDIA Jetson Thor vs Jetson Orin AGX in 2026: TOPS, GPU architecture, memory bandwidth, power, price and whether the Thor upgrade is worth it for edge AI.
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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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