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Posts by MPRAUTO MPRAUTO

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About MPRAUTO MPRAUTO
FlashAttention Explained: IO-Aware Attention, Tiling, Online Softmax and FlashAttention-3 FP8 on Hopper (2026)

FlashAttention Explained: IO-Aware Attention, Tiling, Online Softmax and FlashAttention-3 FP8 on Hopper (2026)

Posted by By MPRAUTO MPRAUTO October 24, 2026Posted inAINo Comments
FlashAttention Explained: IO-Aware Attention, Tiling, Online Softmax and FP8 on Hopper A 4,096-token attention head in fp16 produces a 33.5 MB score matrix that a naive implementation writes to GPU…
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Industrial Ethernet Redundancy: PRP, HSR, MRP and RSTP Ring Topologies Compared (2026)

Industrial Ethernet Redundancy: PRP, HSR, MRP and RSTP Ring Topologies Compared (2026)

Posted by By MPRAUTO MPRAUTO October 22, 2026Posted iniotNo Comments
PRP HSR, MRP and RSTP: Industrial Ethernet Redundancy Compared (2026) A plant network does not fail the way an office network fails. When a forklift severs a fibre, nobody notices…
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IEC 61508 Functional Safety: SIL, PFD Calculations, Safety Instrumented Systems and Safety PLC Architecture (2026)

IEC 61508 Functional Safety: SIL, PFD Calculations, Safety Instrumented Systems and Safety PLC Architecture (2026)

Posted by By MPRAUTO MPRAUTO October 22, 2026Posted iniotNo Comments
Functional Safety with IEC 61508: SIL, PFD, Safety Instrumented Systems and Safety PLC Architecture A pressure transmitter that fails "high" is an annoyance. One that fails "stuck at normal" while…
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Battery Management Systems: State-of-Charge Estimation with Coulomb Counting, OCV and Extended Kalman Filter (2026)

Battery Management Systems: State-of-Charge Estimation with Coulomb Counting, OCV and Extended Kalman Filter (2026)

Posted by By MPRAUTO MPRAUTO October 22, 2026Posted iniotNo Comments
State of Charge Estimation in a Battery Management System: Coulomb Counting, OCV and the Extended Kalman Filter A battery has no fuel gauge. There is no float, no pressure dial,…
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3-D Secure 2 and PSD2 SCA: Card Authentication Flow, Exemptions and Liability Shift (2026)

3-D Secure 2 and PSD2 SCA: Card Authentication Flow, Exemptions and Liability Shift (2026)

Posted by By MPRAUTO MPRAUTO October 22, 2026Posted inTechNo Comments
3D Secure 2 and PSD2 SCA: Card Authentication Flow, Exemptions and Liability Shift (2026) Most teams describe 3D Secure as a checkout step that sometimes asks for a one-time code.…
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Payment API Idempotency: Idempotency Keys, Retries, Exactly-Once Effects and Double-Charge Prevention (2026)

Payment API Idempotency: Idempotency Keys, Retries, Exactly-Once Effects and Double-Charge Prevention (2026)

Posted by By MPRAUTO MPRAUTO October 22, 2026Posted inTech2 Comments
Payment API Idempotency: Idempotency Keys, Retries, Exactly-Once Effects and Double-Charge Prevention (2026) A customer taps "Pay", the mobile network stalls, and the client library times out after ten seconds. Did…
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Kubernetes Pod Security Standards: Admission Control, Kyverno, Gatekeeper and Runtime Hardening (2026)

Kubernetes Pod Security Standards: Admission Control, Kyverno, Gatekeeper and Runtime Hardening (2026)

Posted by By MPRAUTO MPRAUTO October 22, 2026Posted inDevelopmentNo Comments
Kubernetes Pod Security Standards: Admission Control, Kyverno, Gatekeeper and Runtime Hardening (2026) Most Kubernetes clusters that get breached were not exploited through a clever kernel bug. They were breached because…
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Incident Management Architecture: Severity Levels, On-Call, Blameless Postmortems and Error Budgets (2026)

Incident Management Architecture: Severity Levels, On-Call, Blameless Postmortems and Error Budgets (2026)

Posted by By MPRAUTO MPRAUTO October 22, 2026Posted inDevelopmentNo Comments
Incident Management Architecture: Severity Levels, On-Call, Blameless Postmortems and Error Budgets (2026) Most teams do not have an incident problem; they have an incident-system problem. The alert fires, someone wakes…
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BGP for Cloud Engineers: Route Selection, RPKI, Direct Connect, ExpressRoute and Hybrid Routing (2026)

BGP for Cloud Engineers: Route Selection, RPKI, Direct Connect, ExpressRoute and Hybrid Routing (2026)

Posted by By MPRAUTO MPRAUTO October 22, 2026Posted inDevelopment1 Comment
BGP for Cloud Engineers: Route Selection, RPKI, Direct Connect, ExpressRoute and Hybrid Routing (2026) Most cloud engineers meet BGP the same way: a Direct Connect or ExpressRoute circuit is delivered,…
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AWS IAM Policy Evaluation Logic: SCPs, Permission Boundaries and Least-Privilege with Access Analyzer (2026)

AWS IAM Policy Evaluation Logic: SCPs, Permission Boundaries and Least-Privilege with Access Analyzer (2026)

Posted by By MPRAUTO MPRAUTO October 22, 2026Posted inDevelopment1 Comment
AWS IAM Policy Evaluation Logic: SCPs, Permission Boundaries and Least-Privilege with Access Analyzer (2026) Most AWS access incidents are not caused by a missing policy. They are caused by an…
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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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