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Posts by MPRAUTO MPRAUTO

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About MPRAUTO MPRAUTO
IoT Protocol Latency Benchmarks: MQTT vs CoAP vs AMQP vs HTTP/3 (Updated April 2026)

IoT Protocol Latency Benchmarks: MQTT vs CoAP vs AMQP vs HTTP/3 (Updated April 2026)

Posted by By MPRAUTO MPRAUTO April 17, 2026Posted iniiotNo Comments
Living benchmark — MQTT, CoAP, AMQP, and HTTP/3 measured under identical test conditions. Latency, throughput, power, and payload overhead. Updated April 2026.
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IEC 62443 Cybersecurity for Industrial Control Systems: Zone and Conduit Architecture in Practice

IEC 62443 Cybersecurity for Industrial Control Systems: Zone and Conduit Architecture in Practice

Posted by By MPRAUTO MPRAUTO April 17, 2026Posted iniiotNo Comments
Practitioner's guide to IEC 62443 — zones and conduits, security levels SL1-SL4, Purdue model alignment, and concrete reference architectures for ICS protection.
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FHIR Bulk Data API for Healthcare Analytics: Engineering Guide to Population-Scale Data Access

FHIR Bulk Data API for Healthcare Analytics: Engineering Guide to Population-Scale Data Access

Posted by By MPRAUTO MPRAUTO April 17, 2026Posted inTechNo Comments
Complete FHIR Bulk Data API guide — async export flow, NDJSON, SMART Backend Services auth, scaling patterns, and integration with analytics warehouses.
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Implementing Edge AI with TensorFlow Lite Micro on ESP32: A Production How-To

Implementing Edge AI with TensorFlow Lite Micro on ESP32: A Production How-To

Posted by By MPRAUTO MPRAUTO April 17, 2026Posted iniiotNo Comments
Step-by-step guide to running ML models on ESP32 using TensorFlow Lite Micro — quantization, memory budgeting, ESP-NN acceleration, and deployment patterns.
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Zero Trust Network Architecture Implementation Guide: From NIST 800-207 to Production

Zero Trust Network Architecture Implementation Guide: From NIST 800-207 to Production

Posted by By MPRAUTO MPRAUTO April 17, 2026Posted inSecurityNo Comments
Practical zero trust architecture — policy decision point, policy enforcement point, mTLS, SDP, identity-aware proxies, and migration from perimeter-based networks.
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Time-Series Database Internals: InfluxDB 3, TimescaleDB, and QuestDB Under the Hood

Time-Series Database Internals: InfluxDB 3, TimescaleDB, and QuestDB Under the Hood

Posted by By MPRAUTO MPRAUTO April 17, 2026Posted inTechNo Comments
How modern TSDBs work internally — storage engines, compression, hypertables, columnar vs row-oriented, and which to choose for IoT, APM, or financial workloads.
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Terraform vs Pulumi vs Crossplane: Infrastructure-as-Code Deep Comparison for 2026

Terraform vs Pulumi vs Crossplane: Infrastructure-as-Code Deep Comparison for 2026

Posted by By MPRAUTO MPRAUTO April 17, 2026Posted inTechNo Comments
Technical comparison of Terraform, Pulumi, and Crossplane — state models, language flexibility, Kubernetes-native vs imperative, drift detection, and real-world trade-offs.
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Apache Kafka Tiered Storage Architecture: How KIP-405 Unlocks Infinite Retention

Apache Kafka Tiered Storage Architecture: How KIP-405 Unlocks Infinite Retention

Posted by By MPRAUTO MPRAUTO April 17, 2026Posted inTechNo Comments
How Kafka tiered storage works under the hood — KIP-405 design, remote log segments, S3 integration, latency trade-offs, and cost-optimized retention patterns.
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CoAP Protocol Deep Dive: Constrained Application Protocol for Low-Power IoT in 2026

CoAP Protocol Deep Dive: Constrained Application Protocol for Low-Power IoT in 2026

Posted by By MPRAUTO MPRAUTO April 17, 2026Posted iniiotNo Comments
Complete CoAP technical guide — message formats, observe pattern, block-wise transfer, proxy semantics, DTLS/OSCORE security, and when to pick CoAP over MQTT.
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What Viral ‘AI Hallucination’ Videos Get Wrong About LLM Uncertainty and Factuality

What Viral ‘AI Hallucination’ Videos Get Wrong About LLM Uncertainty and Factuality

Posted by By MPRAUTO MPRAUTO April 17, 2026Posted inAINo Comments
A technical fact-check of viral AI hallucination explanations — what actually causes LLM errors, calibration, epistemic vs aleatoric uncertainty, and how to measure it.
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Posts pagination

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  • DeepSeek V4 Explained: Architecture, Sparse Attention, Benchmarks, and Deployment (2026)
  • DeepSeek V4 Explained: Architecture, Sparse Attention, Benchmarks, and Deployment (2026)
  • In-Vivo CAR-T Cell Therapy: How Engineering T-Cells Inside the Body Works (2026)
  • d-Matrix Corsair and the Rise of Dedicated AI Inference Silicon (2026 Analysis)
  • Perpetual KYC (pKYC) Architecture: Continuous Risk Reassessment for 2026
  • Dapr for Distributed Microservices: A 2026 Tool Deep-Dive and Tutorial
  • PostgreSQL vs Distributed SQL (CockroachDB, YugabyteDB): A Multi-Tenant SaaS ADR (2026)
  • Long-Context LLM Benchmarks 2026: RULER, Effective Context, and the Lost-in-the-Middle Problem
  • Long-Context LLM Benchmarks 2026: RULER, Effective Context, and the Lost-in-the-Middle Problem
  • RAG Evaluation Architecture: Faithfulness, Context Precision, and RAGAS-Style Metrics (2026)
  • Industrial World Models: How Physical AI Is Reshaping Factory Autonomy in 2026
  • FMI 3.0 Co-Simulation with FMPy: A Hands-On Digital Twin Tutorial (2026)
  • FMI 3.0 Co-Simulation with FMPy: A Hands-On Digital Twin Tutorial (2026)
  • Isaac Sim vs Gazebo vs MuJoCo: Choosing a Robot Simulator in 2026
  • Module Type Package (MTP) Reference Architecture for Modular Process Automation (2026)
  • Qwen3.6 Explained: Hybrid MoE Architecture, 1M Context, and Benchmarks
  • Kubernetes Multi-Tenancy Architecture: Namespaces, vCluster, and Hard Isolation
  • Qualcomm Buys Modular: The CUDA Moat and the Portable AI Compiler Play
  • How Superconductors Actually Work (and Why They Levitate)
  • Quantum Error Correction Explained: Surface Codes and the Path to Fault Tolerance
  • AML with Graph Neural Networks: Detecting Laundering Rings and Synthetic Identity
  • MPC Wallet Custody Architecture: Threshold Signatures and Key Sharding (2026)
  • Internal Developer Platform Comparison: Backstage vs Port vs Cortex (2026)
  • AIOps Incident Response Architecture: Agentic SRE and Alert Correlation (2026)
  • Feature Store Architecture: Online/Offline Parity and Point-in-Time Correctness
  • Confidential AI Inference: TEEs and GPU Confidential Computing (2026)
  • W3C Web of Things (WoT) Reference Architecture for Industrial IoT (2026)
  • Llama 4 Explained: Scout, Maverick, and Behemoth (MoE)
  • How MRI Actually Works: The Physics of Magnetic Resonance
  • Optogenetics: Engineering Light-Controlled Neurons
  • Micron’s AI Memory Supercycle: Why HBM Is the Bottleneck
  • Vector Database Benchmarks 2026: Pinecone, Weaviate, Qdrant
  • Low-Latency Market Data Feed Handler: Engineering Guide
  • NVIDIA Jetson + K3s: Edge AI Cluster Tutorial (2026)
  • SCADA vs OPC vs IoT Platform vs Data Historian (2026)
  • IoT in Clinical Trials: Architecture for Efficiency
  • RWA Tokenization Architecture: Issuance to Settlement
  • Confidential Containers on Kubernetes: A 2026 Guide
  • Multi-Region Active-Active Database Architecture (2026)

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