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Posts by MPRAUTO MPRAUTO

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About MPRAUTO MPRAUTO
Apple On-Device AI 2026: Neural Engine, Private Cloud Compute Architecture

Apple On-Device AI 2026: Neural Engine, Private Cloud Compute Architecture

Posted by By MPRAUTO MPRAUTO April 22, 2026Posted inAINo Comments
How Apple Intelligence works — A19 Neural Engine, Private Cloud Compute, attested ML servers, model routing, and the privacy-preserving AI architecture.
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Fact-Check: Viral ‘AGI in 2026’ Videos vs What Frontier Models Actually Do

Fact-Check: Viral ‘AGI in 2026’ Videos vs What Frontier Models Actually Do

Posted by By MPRAUTO MPRAUTO April 22, 2026Posted inAINo Comments
Fact-check of viral AGI countdown videos — what frontier models like GPT-5 and Claude Opus 4.6 actually do, where they fail, and the real 2026 timeline.
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DDS Data Distribution Service: Real-Time Pub-Sub Protocol Complete Guide

DDS Data Distribution Service: Real-Time Pub-Sub Protocol Complete Guide

Posted by By MPRAUTO MPRAUTO April 22, 2026Posted iniiotNo Comments
Deep DDS guide — RTPS wire protocol, QoS policies, DataReader/DataWriter semantics, discovery, security, ROS 2 integration, and real deployments.
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Sparkplug B 3.0 Protocol: The Complete Technical Guide for Unified Namespace

Sparkplug B 3.0 Protocol: The Complete Technical Guide for Unified Namespace

Posted by By MPRAUTO MPRAUTO April 22, 2026Posted iniiotNo Comments
Deep Sparkplug B 3.0 reference — topic structure, NBIRTH/DBIRTH/NDATA, sequence numbers, state machine, Eclipse Tahu, and UNS deployment patterns.
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Trino vs Presto vs Apache Spark: Lakehouse Query Engines Compared (2026)

Trino vs Presto vs Apache Spark: Lakehouse Query Engines Compared (2026)

Posted by By MPRAUTO MPRAUTO April 22, 2026Posted inDevelopmentNo Comments
Trino vs Presto vs Apache Spark for the lakehouse: MPP vs batch execution, latency, concurrency, Iceberg support, cost, and a decision matrix for query engines in 2026.
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TimescaleDB Internals: Hypertables, Chunks, Compression, and Continuous Aggregates (2026)

TimescaleDB Internals: Hypertables, Chunks, Compression, and Continuous Aggregates (2026)

Posted by By MPRAUTO MPRAUTO April 22, 2026Posted inDevelopmentNo Comments
TimescaleDB internals explained: hypertables and chunk partitioning, columnar compression, continuous aggregates, retention, and tuning Postgres for time-series at scale.
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Cilium eBPF Service Mesh: L3-L7 Networking, Observability, Security (2026)

Cilium eBPF Service Mesh: L3-L7 Networking, Observability, Security (2026)

Posted by By MPRAUTO MPRAUTO April 22, 2026Posted inDevelopmentNo Comments
Cilium eBPF service mesh explained: sidecar-free L3-L7 networking, Hubble observability, network policy, mTLS, and why eBPF is reshaping Kubernetes networking in 2026.
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Production MQTT Cluster with EMQX on Kubernetes: Complete Tutorial 2026

Production MQTT Cluster with EMQX on Kubernetes: Complete Tutorial 2026

Posted by By MPRAUTO MPRAUTO April 22, 2026Posted iniiotNo Comments
Hands-on tutorial for a production EMQX MQTT cluster — Helm install, node mesh, persistence, TLS, metrics, load testing, and HA failover patterns.
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AlphaFold 3 Architecture: How Diffusion Predicts Biomolecular Structure (2026)

AlphaFold 3 Architecture: How Diffusion Predicts Biomolecular Structure (2026)

Posted by By MPRAUTO MPRAUTO April 22, 2026Posted inScienceNo Comments
AlphaFold 3 architecture explained: the Pairformer, the diffusion module, how it predicts proteins, DNA, RNA, ligands and complexes, and its accuracy and limits in 2026.
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2026 Humanoid Robot Benchmark: Figure 03, Optimus Gen-3, Unitree G1, Digit

2026 Humanoid Robot Benchmark: Figure 03, Optimus Gen-3, Unitree G1, Digit

Posted by By MPRAUTO MPRAUTO April 22, 2026Posted inTechNo Comments
Living benchmark of 2026 humanoid robots — payload, DOF, battery, locomotion, manipulation, compute, and unit cost for Figure, Optimus, G1, and Digit.
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Posts pagination

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  • langchain-mcp-adapters vs Native langchain.mcp (2026)
  • Delta Lake 4.4 vs 4.3: The Spark 4.2 Upgrade Trap
  • KEDA 2.21 vs 2.20: CVE Fix & Breaking Scaler Changes
  • MoveIt Pro 10.0 vs 9.4: The Breaking Upgrade Guide
  • Isaac ROS 5.0 vs 4.6: NITROS Is Gone, Now What?
  • Ignition 8.1 vs 8.3: 2026 Migration Guide Update
  • Aras Innovator R40 vs R38: .NET 10 Migration Guide
  • SGLang 0.5.18 vs 0.5.15: What Changed and How to Upgrade
  • Helm 4.3 vs Helm 3.22: Migrating Before Helm 3 EOL
  • Milvus 3.0 vs 2.6: Lake-Native Vector Search Upgrade Guide 2026
  • MoveIt 2 vs MoveIt Pro 2026: What Qualcomm’s PickNik Deal Means
  • ONNX Runtime 1.30 vs 1.29: What Changed for Edge AI in 2026
  • JetPack 7.2.1 vs 6.2.2 on Jetson Orin: Migration Guide 2026
  • EMQX 6.3 LTS vs 5.8 LTS: Breaking Changes and Migration
  • CODESYS 4 vs CODESYS 3: What the 1.0 Web IDE Changes
  • vLLM 0.28 to 0.30 Migration: Model Runner V2 Default, Breaking Changes
  • Apache Spark 4.2 vs 4.1: CDC, Geospatial and Arrow-by-Default Risks
  • Terraform 1.16 vs OpenTofu 1.13: Where the IaC Forks Now Diverge
  • LeRobot v0.6 vs v0.5: What Changed and How to Migrate
  • OpenVINO 2026.4 vs 2025.4: What Changed for Edge LLMs and NPUs
  • Jetson Orin Nano 2 vs Orin Nano Super: 2x Inference, Same Socket
  • OPC UA 1.03 vs 1.05: Certification Ends 2026, Migration Guide
  • OpenPLC Runtime v4 vs v3: What Changed and How to Migrate (2026)
  • ClickHouse 26.8 LTS vs 26.3: Pipelined SQL, Iceberg Writes and Upgrade Risk
  • World Action Models vs VLAs: Cosmos 3, VLA-JEPA and FastWAM Compared
  • Cilium 1.20 ExternalAuth vs oauth2-proxy vs Istio AuthorizationPolicy
  • OPC UA FX v1.00.04 vs v1.00.03: What Changed in Part 81 and Part 84
  • What a ChatGPT Query Actually Costs in Energy and Water: Every Number, Traced to Source
  • MLPerf Edge Agentic Inference: How TensorRT Edge-LLM Beat llama.cpp 6.4x
  • Kubernetes 1.37 Gang Scheduling vs Volcano, Kueue and YuniKorn
  • Isaac Lab 3.0 vs 2.2: Quaternions Flipped, ProxyArray, and Kit-less Training
  • AAS Units of Measurement 3.0: The unitId Change That Breaks ECLASS Wiring
  • Postgres 19 REPACK vs pg_repack vs VACUUM FULL: Online Table Maintenance Compared
  • Gateway API v1.6 TCPRoute and UDPRoute vs LoadBalancer Services and Vendor CRDs
  • MCP Tasks vs Streaming vs Webhooks: Handling Long-Running Agent Tool Calls
  • Jetson T3000 vs T4000 vs T5000: Choosing a Thor Module on Bandwidth, MIG, and Power
  • TensorRT 11 vs TensorRT 10: Porting IPluginV2 to IPluginV3 Before Your Build Breaks
  • Nav2 Lyrical vs Kilted: MPPI Trajectory Validation and the New BT Control Nodes
  • Ethernet-APL vs Ethernet-SPE: Power Classes, PoDL, and What IEC TS 63444 Edition 2 Changed

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