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Posts by MPRAUTO MPRAUTO

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About MPRAUTO MPRAUTO
NAMUR Open Architecture (NOA): A Hands-On Second-Channel Monitoring Setup (2026)

NAMUR Open Architecture (NOA): A Hands-On Second-Channel Monitoring Setup (2026)

Posted by By MPRAUTO MPRAUTO July 8, 2026Posted iniiotNo Comments
A hands-on NAMUR Open Architecture (NOA) tutorial: the second monitoring channel, verification of request, a read-only OPC UA diode, and edge analytics without touching the DCS.
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IEC 61499 vs IEC 61131-3: Distributed Control for Industry 4.0 (2026)

IEC 61499 vs IEC 61131-3: Distributed Control for Industry 4.0 (2026)

Posted by By MPRAUTO MPRAUTO July 8, 2026Posted iniiot1 Comment
IEC 61499 vs IEC 61131-3 compared: event-driven function blocks vs scan-cycle PLC logic, portability, distribution, tooling, and a decision matrix for modern control.
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Ethernet-APL Reference Architecture: Two-Wire Ethernet for Process Automation (2026)

Ethernet-APL Reference Architecture: Two-Wire Ethernet for Process Automation (2026)

Posted by By MPRAUTO MPRAUTO July 8, 2026Posted iniiot1 Comment
An Ethernet-APL reference architecture for process plants: 10BASE-T1L physical layer, power over two wires, intrinsic safety zones, switches, and OPC UA field integration.
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DeepSeek V4 Explained: Architecture, Sparse Attention, Benchmarks, and Deployment (2026)

DeepSeek V4 Explained: Architecture, Sparse Attention, Benchmarks, and Deployment (2026)

Posted by By MPRAUTO MPRAUTO July 2, 2026Posted inAINo Comments
DeepSeek V4 explained: the 1.6T-parameter MoE architecture, Compressed Sparse Attention, 1M-token context, SWE-bench and reasoning benchmarks, pricing, and how to deploy it.
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DeepSeek V4 Explained: Architecture, Sparse Attention, Benchmarks, and Deployment (2026)

DeepSeek V4 Explained: Architecture, Sparse Attention, Benchmarks, and Deployment (2026)

Posted by By MPRAUTO MPRAUTO July 2, 2026Posted inAI2 Comments
DeepSeek V4 explained: the 1.6T-parameter MoE architecture, Compressed Sparse Attention, 1M-token context, SWE-bench and reasoning benchmarks, pricing, and how to deploy it.
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In-Vivo CAR-T Cell Therapy: How Engineering T-Cells Inside the Body Works (2026)

In-Vivo CAR-T Cell Therapy: How Engineering T-Cells Inside the Body Works (2026)

Posted by By MPRAUTO MPRAUTO July 2, 2026Posted inScienceNo Comments
How in-vivo CAR-T cell therapy works: engineering T-cells inside the body with lipid nanoparticles and targeted vectors, versus ex-vivo manufacturing, and the 2026 pipeline.
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d-Matrix Corsair and the Rise of Dedicated AI Inference Silicon (2026 Analysis)

d-Matrix Corsair and the Rise of Dedicated AI Inference Silicon (2026 Analysis)

Posted by By MPRAUTO MPRAUTO July 2, 2026Posted inTechNo Comments
An analysis of d-Matrix Corsair and digital in-memory compute: why dedicated AI inference silicon is challenging GPUs on cost, latency, and energy for LLM serving in 2026.
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Perpetual KYC (pKYC) Architecture: Continuous Risk Reassessment for 2026

Perpetual KYC (pKYC) Architecture: Continuous Risk Reassessment for 2026

Posted by By MPRAUTO MPRAUTO July 2, 2026Posted inTechNo Comments
A perpetual KYC (pKYC) reference architecture: event-driven risk reassessment, entity resolution, screening, an ML risk engine, and case management for continuous compliance.
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Dapr for Distributed Microservices: A 2026 Tool Deep-Dive and Tutorial

Dapr for Distributed Microservices: A 2026 Tool Deep-Dive and Tutorial

Posted by By MPRAUTO MPRAUTO July 2, 2026Posted inKubernetesNo Comments
A Dapr deep-dive for 2026: building blocks, the sidecar model, service invocation, state, pub/sub, workflows, and how Dapr abstracts infrastructure on Kubernetes.
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PostgreSQL vs Distributed SQL (CockroachDB, YugabyteDB): A Multi-Tenant SaaS ADR (2026)

PostgreSQL vs Distributed SQL (CockroachDB, YugabyteDB): A Multi-Tenant SaaS ADR (2026)

Posted by By MPRAUTO MPRAUTO July 2, 2026Posted inArchitectureNo Comments
Postgres vs distributed SQL for multi-tenant SaaS: when a single primary with read replicas beats CockroachDB or YugabyteDB, consistency, latency, cost, and a decision record.
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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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