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Posts by MPRAUTO MPRAUTO

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About MPRAUTO MPRAUTO
Q2 2026 Open-Source Embedding Models Benchmark: BGE, GTE, E5, Stella, Nomic

Q2 2026 Open-Source Embedding Models Benchmark: BGE, GTE, E5, Stella, Nomic

Posted by By MPRAUTO MPRAUTO May 16, 2026Posted inAINo Comments
Q2 2026 open-source embedding models benchmarked — BGE-M3, GTE-Qwen2, E5-Mistral, Stella, Nomic on MTEB plus latency, memory, and industrial retrieval tasks.
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Sidecar vs eBPF Service Mesh: An ADR for 2026 Production Workloads

Sidecar vs eBPF Service Mesh: An ADR for 2026 Production Workloads

Posted by By MPRAUTO MPRAUTO May 16, 2026Posted inKubernetesNo Comments
ADR for sidecar vs eBPF service mesh in 2026 — context, options (Istio Ambient, Cilium Mesh, Linkerd2), trade-offs, consequences, and the decision criteria we settled on.
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Backstage 1.30 IDP Setup: Templates, Catalog, TechDocs Production Guide

Backstage 1.30 IDP Setup: Templates, Catalog, TechDocs Production Guide

Posted by By MPRAUTO MPRAUTO May 16, 2026Posted inKubernetesNo Comments
Production Backstage 1.30 IDP setup — software catalog, scaffolder templates, TechDocs, auth plugins, and a working docker-compose stack with PostgreSQL and Kubernetes ingestion.
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Limit Order Book Reconstruction from ITCH: Systems Architecture (2026)

Limit Order Book Reconstruction from ITCH: Systems Architecture (2026)

Posted by By MPRAUTO MPRAUTO May 16, 2026Posted inTechNo Comments
Limit order book reconstruction from NASDAQ ITCH feeds — message types, snapshot vs delta, lock-free L3 book in C++/Rust, and a 2026 reference architecture.
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Hyperscaler Capex Wars 2026: AI Compute Reshapes Cloud Economics

Hyperscaler Capex Wars 2026: AI Compute Reshapes Cloud Economics

Posted by By MPRAUTO MPRAUTO May 16, 2026Posted inBusinessNo Comments
The 2026 hyperscaler capex wars — Microsoft, Amazon, Google, Meta, Oracle spending breakdowns, GPU vs ASIC strategies, power constraints, and the new cloud unit economics.
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Geometric Deep Learning for Materials Discovery: GNoME, MatterGen, 2026 SOTA

Geometric Deep Learning for Materials Discovery: GNoME, MatterGen, 2026 SOTA

Posted by By MPRAUTO MPRAUTO May 16, 2026Posted inScienceNo Comments
Geometric deep learning for materials discovery in 2026 — GNoME, MatterGen, equivariant GNNs, the inverse design problem, and where ML-driven materials science actually ships.
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How Atomic Clocks Actually Work: From Quantum Resonance to GPS

How Atomic Clocks Actually Work: From Quantum Resonance to GPS

Posted by By MPRAUTO MPRAUTO May 16, 2026Posted inScienceNo Comments
How atomic clocks actually work — cesium hyperfine transitions, optical lattice clocks, what makes them so accurate, and why GPS and the internet depend on them.
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WebAssembly at the Edge: WASI Preview 3 Runtime Architecture (2026)

WebAssembly at the Edge: WASI Preview 3 Runtime Architecture (2026)

Posted by By MPRAUTO MPRAUTO April 29, 2026Posted inDevelopmentNo Comments
WebAssembly at the edge with WASI Preview 3 — async, components, capability-based security, and a 2026 reference architecture for sub-millisecond cold-starts on IoT gateways.
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MQTT 5.0 Features Deep-Dive: Shared Subs, Topic Aliases, Flow Control

MQTT 5.0 Features Deep-Dive: Shared Subs, Topic Aliases, Flow Control

Posted by By MPRAUTO MPRAUTO April 29, 2026Posted iniiotNo Comments
MQTT 5.0 features that actually move the needle — shared subscriptions, topic aliases, flow control, user properties, reason codes, and the 2026 production patterns to use them.
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Digital Twin Standards: ISO 23247 vs ISO/IEC 30173 vs DTC Reference

Digital Twin Standards: ISO 23247 vs ISO/IEC 30173 vs DTC Reference

Posted by By MPRAUTO MPRAUTO April 29, 2026Posted inDigital Twin1 Comment
Digital twin standards in 2026 — ISO 23247, ISO/IEC 30173, the Digital Twin Consortium reference, ISA-95 mappings, and how to pick the right standard for your domain.
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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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