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Posts by MPRAUTO MPRAUTO

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About MPRAUTO MPRAUTO
Unikernels vs MicroVMs vs Containers for Edge IoT: Isolation, Boot Time and Attack Surface (2026)

Unikernels vs MicroVMs vs Containers for Edge IoT: Isolation, Boot Time and Attack Surface (2026)

Posted by By MPRAUTO MPRAUTO November 1, 2026Posted inDevelopmentNo Comments
Unikernels vs Containers vs MicroVMs for Edge IoT: Isolation, Boot Time and Attack Surface An edge gateway in a factory or substation runs software from several parties: the OEM's protocol…
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ROCm vs CUDA in 2026: AMD Instinct MI300X/MI350 for LLM Training and Inference

ROCm vs CUDA in 2026: AMD Instinct MI300X/MI350 for LLM Training and Inference

Posted by By MPRAUTO MPRAUTO November 1, 2026Posted inDevelopmentNo Comments
ROCm vs CUDA in 2026: AMD Instinct MI300X/MI350 for LLM Training and Inference For most of the last decade the ROCm vs CUDA question had a boring answer: CUDA, because…
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RWKV vs Mamba vs Linear Attention: Recurrent LLM Architectures Compared (2026)

RWKV vs Mamba vs Linear Attention: Recurrent LLM Architectures Compared (2026)

Posted by By MPRAUTO MPRAUTO November 1, 2026Posted inDevelopmentNo Comments
RWKV vs Mamba vs Linear Attention: Recurrent LLM Architectures Compared (2026) A transformer serving a 128,000-token conversation has to keep roughly 16 GiB of key-value cache per user, even for…
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Diffusion Transformers (DiT) Explained: Architecture, adaLN and Scaling for Image and Video (2026)

Diffusion Transformers (DiT) Explained: Architecture, adaLN and Scaling for Image and Video (2026)

Posted by By MPRAUTO MPRAUTO November 1, 2026Posted inDevelopmentNo Comments
Diffusion Transformer (DiT) Explained: Architecture, adaLN and Scaling For most of 2021 and 2022, "diffusion model" meant "U-Net with attention sprinkled in." Then a paper from William Peebles and Saining…
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Container Supply-Chain Security: Trivy vs Grype Scanning and Cosign Signing (2026)

Container Supply-Chain Security: Trivy vs Grype Scanning and Cosign Signing (2026)

Posted by By MPRAUTO MPRAUTO November 1, 2026Posted inDevelopment1 Comment
Container Image Scanning: Trivy vs Grype and Cosign Signing in 2026 In March 2026 the most widely used open-source scanner in the container world became the delivery vehicle for credential-stealing…
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Terragrunt vs OpenTofu vs Terraform Stacks: Infrastructure-as-Code at Scale (2026)

Terragrunt vs OpenTofu vs Terraform Stacks: Infrastructure-as-Code at Scale (2026)

Posted by By MPRAUTO MPRAUTO November 1, 2026Posted inDevelopmentNo Comments
Terragrunt vs OpenTofu vs Terraform Stacks: Infrastructure-as-Code at Scale (2026) Most teams that ask "terragrunt vs opentofu" are asking the wrong question, and the confusion costs them a quarter of…
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Continuous Profiling in Production: Parca vs Pyroscope vs eBPF Profilers (2026)

Continuous Profiling in Production: Parca vs Pyroscope vs eBPF Profilers (2026)

Posted by By MPRAUTO MPRAUTO November 1, 2026Posted inDevelopmentNo Comments
Continuous Profiling in Production: Parca vs Pyroscope vs eBPF Profilers (2026) Your dashboards say p99 latency doubled after Tuesday's deploy. Metrics tell you which service. Traces tell you which span.…
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Component Obsolescence Management: DMSMS, Lifecycle Risk Scoring, BOM Health and Last-Time-Buy Decisions in PLM (2026)

Component Obsolescence Management: DMSMS, Lifecycle Risk Scoring, BOM Health and Last-Time-Buy Decisions in PLM (2026)

Posted by By MPRAUTO MPRAUTO October 31, 2026Posted iniotNo Comments
Component Obsolescence Management: DMSMS, Lifecycle Risk Scoring and Last-Time-Buy Decisions in PLM A product that ships for fifteen years is built from parts that live for three. That mismatch is…
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Visual-Inertial Odometry: VINS-Mono vs OpenVINS vs ORB-SLAM3 and MSCKF vs Optimization-Based Estimation (2026)

Visual-Inertial Odometry: VINS-Mono vs OpenVINS vs ORB-SLAM3 and MSCKF vs Optimization-Based Estimation (2026)

Posted by By MPRAUTO MPRAUTO October 31, 2026Posted inTechNo Comments
Visual-Inertial Odometry: VINS-Mono vs OpenVINS vs ORB-SLAM3 A camera alone cannot tell you how big the world is, and an inertial measurement unit (IMU) alone drifts off by meters within…
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Bluetooth Mesh Architecture: Managed Flooding, Provisioning, Friend Nodes and Security (2026)

Bluetooth Mesh Architecture: Managed Flooding, Provisioning, Friend Nodes and Security (2026)

Posted by By MPRAUTO MPRAUTO October 31, 2026Posted iniotNo Comments
Bluetooth Mesh Architecture: Managed Flooding, Provisioning, Friend Nodes and Security Most engineers meet Bluetooth mesh as a promise that sounds almost too convenient: hundreds of cheap radios, no gateway, no…
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Posts pagination

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  • OpenTelemetry GenAI Semantic Conventions: Tracing LLM Calls, Agents, Tokens and Cost (2026)
  • ROS 2 QoS Profiles and DDS Tuning: Reliability, Durability, Deadline and Lifespan over Lossy Wi-Fi (2026)
  • Apache Arrow Flight SQL for High-Throughput Telemetry: Columnar Zero-Copy vs gRPC vs MQTT (2026)
  • ChirpStack LoRaWAN Network Server Architecture: Gateway Bridge, ADR, Multicast and FUOTA (Self-Hosted, 2026)
  • CBOR vs Protobuf vs MessagePack vs FlatBuffers: Encoding IoT Payloads on Constrained Devices (nanopb, CDDL, COSE) (2026)
  • Kubernetes In-Place Pod Resize: Vertical Scaling Without Restarts, VPA, cgroups and QoS (2026)
  • Model Cards, Datasheets and ML-BOM (CycloneDX): AI Supply-Chain Provenance and EU AI Act Documentation (2026)
  • RAG Retrieval Evaluation: Recall@k, nDCG, MRR, Golden Sets and RAGAS in a CI Pipeline (2026)
  • 800V DC Power for AI Data Centers: Solid-State Transformers, Rack Architecture and Efficiency Math (2026)
  • Vehicle Signal Specification (VSS) and Eclipse Kuksa: Software-Defined Vehicle Data Layer Architecture (2026)
  • Rust Embedded for IoT Firmware: Embassy Async vs Zephyr vs FreeRTOS on Cortex-M (2026)
  • WebGPU In-Browser LLM Inference: WebLLM, WGSL Kernels, VRAM Limits and When It Beats WASM (2026)
  • LLM Gateways Compared: LiteLLM vs Portkey vs Kong AI Gateway vs Cloudflare AI Gateway (2026)
  • Managed Kubernetes in 2026: EKS vs GKE vs AKS on Networking, Upgrades, Autoscaling and Cost
  • Co-Simulation Master Algorithms: Jacobi vs Gauss-Seidel, SSP and Algebraic Loops for Digital Twins (2026)
  • SROS2: ROS 2 Security with DDS-Security, Enclaves, Certificates and Access Control Policies (2026)
  • SLH-DSA vs ML-DSA vs FN-DSA: Post-Quantum Firmware Signing and Secure Boot for IoT (2026)
  • A/B Testing for ML Systems: CUPED, Sequential Testing, Interleaving and Contextual Bandits (2026)
  • Vitess vs Citus vs CockroachDB: Horizontal Sharding Architecture for MySQL and PostgreSQL (2026)
  • Distributed Locks, Leases and Fencing Tokens: Redlock Critique and etcd/ZooKeeper Correctness (2026)
  • Confidential VMs: Intel TDX vs AMD SEV-SNP vs Arm CCA and Remote Attestation Architecture (2026)
  • GPU Sharing on Kubernetes: NVIDIA MIG vs MPS vs Time-Slicing vs vGPU for Multi-Tenant Inference (2026)
  • LLM Prefix Caching: RadixAttention vs vLLM Automatic Prefix Caching and KV Cache Reuse (2026)
  • Requirements Management in PLM: ReqIF, DOORS vs Jama vs Polarion and End-to-End Traceability (2026)
  • Large-Scale Digital Twin Visualization: 3D Tiles, Cesium, Point Cloud Streaming and LOD Architecture (2026)
  • TSN Time-Aware Shaper (IEEE 802.1Qbv): Gate Control List Scheduling for Deterministic Industrial Ethernet (2026)
  • ISA-88 Batch Control: Recipe Management, the Physical and Procedural Models, and MES/Digital Twin Integration (2026)
  • Kubernetes Default-Deny Network Policy: Microsegmentation Rollout with Cilium vs Calico (2026)
  • Spot and Preemptible Instance Architecture: Interruption-Tolerant Kubernetes, GPU Training and Checkpointing (2026)
  • Multi-LoRA Serving Architecture: Serving Hundreds of Fine-Tuned Adapters on One GPU with vLLM and S-LoRA (2026)
  • Offline Batch LLM Inference Architecture: Provider Batch APIs vs Self-Hosted vLLM on Cost and Throughput (2026)
  • Semantic Layer for LLM Analytics: MetricFlow vs Cube, Governed Metrics and Text-to-SQL That Does Not Lie (2026)
  • Marketplace Payments Architecture: Split Payments, Payouts, Escrow and KYB for Connected Accounts (2026)
  • Portfolio Optimization Engine: Mean-Variance, Black-Litterman, Risk Parity and Covariance Shrinkage (2026)
  • Yield Curve Construction Engine: Bootstrapping OIS/SOFR Curves, Interpolation and Real-Time Risk (2026)
  • Genesis vs MuJoCo Playground vs Isaac Lab: GPU Robot Simulation for Sim-to-Real (2026)
  • NERC CIP and IEC 62443 Mapping: OT Security Compliance for Electric Utilities (2026)
  • IFC 4.3 and openBIM for Digital Twins: Connecting BIM Models to Live IoT Data (2026)
  • Koopman Operator and SINDy for Digital Twins: Data-Driven System Identification (2026)

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