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Posts by MPRAUTO MPRAUTO

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About MPRAUTO MPRAUTO
Perpetual Futures Funding-Rate Engine: Architecture (2026)

Perpetual Futures Funding-Rate Engine: Architecture (2026)

Posted by By MPRAUTO MPRAUTO June 17, 2026Posted inTechNo Comments
A 2026 systems design for a perpetual futures funding-rate engine: index/mark price, premium aggregation, settlement scheduling, and failure modes.
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OpenBao Secrets Management: A Production Tutorial (2026)

OpenBao Secrets Management: A Production Tutorial (2026)

Posted by By MPRAUTO MPRAUTO June 17, 2026Posted inSecurityNo Comments
A 2026 production tutorial for OpenBao secrets management: sealing, auth methods, dynamic secrets, Kubernetes injection, and high-availability deployment.
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Valkey vs Redis vs Dragonfly: In-Memory Store ADR (2026)

Valkey vs Redis vs Dragonfly: In-Memory Store ADR (2026)

Posted by By MPRAUTO MPRAUTO June 17, 2026Posted inKubernetesNo Comments
An architecture decision record comparing Valkey, Redis, and Dragonfly in 2026: licensing, clustering, throughput, memory model, and when to pick each.
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Text-to-SQL LLM Benchmark: Accuracy and Latency (2026)

Text-to-SQL LLM Benchmark: Accuracy and Latency (2026)

Posted by By MPRAUTO MPRAUTO June 17, 2026Posted inAINo Comments
A 2026 text-to-SQL benchmark methodology: execution accuracy, schema linking, latency, and cost across model tiers - plus where generated SQL goes wrong.
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LLM Prompt Caching: Architecture and Economics (2026)

LLM Prompt Caching: Architecture and Economics (2026)

Posted by By MPRAUTO MPRAUTO June 17, 2026Posted inAINo Comments
How LLM prompt caching works in 2026: provider-side vs self-hosted KV reuse, cache-aware prompt design, hit-rate economics, and where it quietly breaks.
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NVIDIA at Hannover Messe 2026: AI Digital Twins Analyzed

NVIDIA at Hannover Messe 2026: AI Digital Twins Analyzed

Posted by By MPRAUTO MPRAUTO June 17, 2026Posted inDigital TwinNo Comments
An analysis of NVIDIA's AI-driven manufacturing showcase at Hannover Messe 2026: what the Omniverse digital twin stack means for real factory builds.
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FMI 3.0 Co-Simulation with FMPy: A Hands-On Tutorial

FMI 3.0 Co-Simulation with FMPy: A Hands-On Tutorial

Posted by By MPRAUTO MPRAUTO June 17, 2026Posted inDigital TwinNo Comments
A hands-on 2026 tutorial for FMI 3.0 co-simulation with FMPy in Python: importing FMUs, stepping the solver, coupling models, and debugging the loop.
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Digital Twin Information Models: AAS vs DTDL vs OPC UA

Digital Twin Information Models: AAS vs DTDL vs OPC UA

Posted by By MPRAUTO MPRAUTO June 17, 2026Posted inDigital Twin1 Comment
A 2026 comparison of digital twin information models - Asset Administration Shell, DTDL, and OPC UA: semantics, tooling, interoperability, and a decision matrix.
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Pharma Manufacturing Digital Twin: Reference Architecture

Pharma Manufacturing Digital Twin: Reference Architecture

Posted by By MPRAUTO MPRAUTO June 17, 2026Posted inDigital TwinNo Comments
A vendor-neutral 2026 reference architecture for a pharma manufacturing digital twin: PAT data, GMP validation, batch genealogy, and the closed control loop.
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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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