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Posts by MPRAUTO MPRAUTO

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About MPRAUTO MPRAUTO
CODESYS vs TwinCAT: Soft-PLC Architecture Compared (2026)

CODESYS vs TwinCAT: Soft-PLC Architecture Compared (2026)

Posted by By MPRAUTO MPRAUTO June 12, 2026Posted inTech1 Comment
An engineer's 2026 comparison of CODESYS and TwinCAT soft-PLC runtimes: real-time determinism, fieldbus support, IEC 61131-3, EtherCAT, and a decision matrix.
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Does Edge AI Actually Cut Cloud Costs? A Fact-Check

Does Edge AI Actually Cut Cloud Costs? A Fact-Check

Posted by By MPRAUTO MPRAUTO June 12, 2026Posted iniiotNo Comments
Fact-checking the claim that edge AI slashes cloud bills: where the savings are real, where they hide capital and ops costs, and the break-even math for 2026.
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Battery Passport and PLM: How EU Rules Reshape Product Data

Battery Passport and PLM: How EU Rules Reshape Product Data

Posted by By MPRAUTO MPRAUTO June 12, 2026Posted inPLM1 Comment
How the EU battery passport reshapes PLM: the data model, digital product passport schema, supply-chain traceability, and what engineering teams must build by 2027.
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Semantic Caching for LLM Applications: Architecture (2026)

Semantic Caching for LLM Applications: Architecture (2026)

Posted by By MPRAUTO MPRAUTO June 12, 2026Posted inAINo Comments
A 2026 architecture guide to semantic caching for LLM apps: embedding similarity lookup, cache invalidation, hit-rate tuning, and where it quietly breaks.
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RAG Reranker Benchmark: Cohere vs BGE vs Jina vs ColBERT

RAG Reranker Benchmark: Cohere vs BGE vs Jina vs ColBERT

Posted by By MPRAUTO MPRAUTO June 12, 2026Posted inAINo Comments
A reproducible 2026 RAG reranker benchmark: Cohere, BGE, Jina, and ColBERT on recall, latency, and cost, with methodology and a selection matrix.
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Apache Pinot vs Apache Druid: Real-Time OLAP ADR (2026)

Apache Pinot vs Apache Druid: Real-Time OLAP ADR (2026)

Posted by By MPRAUTO MPRAUTO June 12, 2026Posted inDevelopmentNo Comments
An ADR-style 2026 comparison of Apache Pinot and Apache Druid for real-time OLAP: ingestion, indexing, query latency, ops cost, and when to pick each.
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Cilium Tetragon Runtime Security: eBPF Hands-On (2026)

Cilium Tetragon Runtime Security: eBPF Hands-On (2026)

Posted by By MPRAUTO MPRAUTO June 12, 2026Posted inKubernetesNo Comments
A hands-on 2026 guide to Cilium Tetragon: eBPF runtime security, TracingPolicy, process and network enforcement, and how it differs from Falco.
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Smart Order Routing Engine Architecture (2026)

Smart Order Routing Engine Architecture (2026)

Posted by By MPRAUTO MPRAUTO June 12, 2026Posted inTechNo Comments
A 2026 systems design of a smart order routing engine: venue selection, latency budgets, best-execution logic, risk checks, and the failure modes that bite.
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Cobalt 200 vs Graviton vs Axion: Cloud Arm Silicon War

Cobalt 200 vs Graviton vs Axion: Cloud Arm Silicon War

Posted by By MPRAUTO MPRAUTO June 12, 2026Posted inTechNo Comments
Microsoft Cobalt 200 lands in 2026. We compare it with AWS Graviton and Google Axion on architecture, performance-per-watt, and what custom Arm silicon means.
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Base Editing Explained: Single-Base CRISPR Therapeutics

Base Editing Explained: Single-Base CRISPR Therapeutics

Posted by By MPRAUTO MPRAUTO June 12, 2026Posted inScienceNo Comments
Base editing rewrites a single DNA letter without cutting the double helix. How cytosine and adenine base editors work, their off-target limits, and 2026 clinical use.
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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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