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Posts by MPRAUTO MPRAUTO

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About MPRAUTO MPRAUTO
OpenAI Triton GPU Kernel Programming Tutorial: Block-Level Tiling, Fused Kernels and When to Choose CUDA, CUTLASS or CuTe (2026)

OpenAI Triton GPU Kernel Programming Tutorial: Block-Level Tiling, Fused Kernels and When to Choose CUDA, CUTLASS or CuTe (2026)

Posted by By MPRAUTO MPRAUTO October 27, 2026Posted inDevelopmentNo Comments
Triton GPU Kernel Programming: Tiling, Fusion and Choosing CUDA, CUTLASS or CuTe Most GPU kernels you will ever need to write are not compute-bound. They are bandwidth-bound: a chain of…
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FlashAttention Explained: IO-Aware Attention, Tiling, Online Softmax and FlashAttention-3/4 on Modern GPUs (2026)

FlashAttention Explained: IO-Aware Attention, Tiling, Online Softmax and FlashAttention-3/4 on Modern GPUs (2026)

Posted by By MPRAUTO MPRAUTO October 27, 2026Posted inDevelopment1 Comment
FlashAttention Explained: IO-Aware Attention, Tiling and Online Softmax A transformer's attention layer looks like three matrix multiplications and a softmax. On paper it is compute-bound math that a modern GPU…
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Impedance vs Admittance Control: Compliant Robot Manipulation, Force Control and Contact-Rich Tasks (2026)

Impedance vs Admittance Control: Compliant Robot Manipulation, Force Control and Contact-Rich Tasks (2026)

Posted by By MPRAUTO MPRAUTO October 26, 2026Posted iniotNo Comments
Impedance Control vs Admittance Control: Compliant Manipulation in Contact A position-controlled robot is a very stubborn employee. Tell it to move to a pose and it will get there, whatever…
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Virtual Power Plant Architecture: DER Aggregation, OpenADR 3, IEEE 2030.5 and Grid Services (2026)

Virtual Power Plant Architecture: DER Aggregation, OpenADR 3, IEEE 2030.5 and Grid Services (2026)

Posted by By MPRAUTO MPRAUTO October 26, 2026Posted iniotNo Comments
Virtual Power Plant Architecture: DER Aggregation, OpenADR 3 and IEEE 2030.5 A virtual power plant is not a power plant. It is a software system that makes ten thousand batteries,…
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MITRE ATT&CK for ICS: OT Threat Detection, Passive Network Monitoring and Zeek-Based Architecture (2026)

MITRE ATT&CK for ICS: OT Threat Detection, Passive Network Monitoring and Zeek-Based Architecture (2026)

Posted by By MPRAUTO MPRAUTO October 26, 2026Posted iniotNo Comments
MITRE ATT&CK for ICS: OT Threat Detection with Passive Monitoring and Zeek Every major attack on industrial control systems of the last decade shared one uncomfortable property: the final, damaging…
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io_uring Explained: Linux Async I/O, Submission and Completion Rings and High-Performance Servers (2026)

io_uring Explained: Linux Async I/O, Submission and Completion Rings and High-Performance Servers (2026)

Posted by By MPRAUTO MPRAUTO October 26, 2026Posted inDevelopmentNo Comments
io_uring Explained: Linux Async I/O, Rings and Fast Servers Most Linux network servers still spend a surprising share of their CPU time not on your code, but on crossing the…
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Kubernetes Operators in Depth: Controller-Runtime, Reconciliation Loops, CRD Design and Finalizers (2026)

Kubernetes Operators in Depth: Controller-Runtime, Reconciliation Loops, CRD Design and Finalizers (2026)

Posted by By MPRAUTO MPRAUTO October 26, 2026Posted inDevelopmentNo Comments
Kubernetes Operator Design: Controller-Runtime, Reconciliation Loops, CRDs and Finalizers Most operators that fail in production do not fail because the author misunderstood Kubernetes APIs. They fail because the author wrote…
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QUIC and HTTP/3 Deep Dive: Handshake, Streams, Loss Recovery and Congestion Control (2026)

QUIC and HTTP/3 Deep Dive: Handshake, Streams, Loss Recovery and Congestion Control (2026)

Posted by By MPRAUTO MPRAUTO October 26, 2026Posted inDevelopmentNo Comments
QUIC Protocol Deep Dive: Handshake, Streams, Loss Recovery and Congestion Control Most engineers meet the QUIC protocol as a checkbox in a CDN dashboard: flip "HTTP/3" to on, watch a…
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Vision Transformer vs ConvNeXt vs Swin: Choosing a Vision Backbone for Industrial Inspection and Edge Deployment (2026)

Vision Transformer vs ConvNeXt vs Swin: Choosing a Vision Backbone for Industrial Inspection and Edge Deployment (2026)

Posted by By MPRAUTO MPRAUTO October 26, 2026Posted inAI1 Comment
Vision Transformer vs ConvNeXt vs Swin: Choosing a Vision Backbone for Industrial Inspection Every few months a new benchmark table declares one family of vision models the winner, and every…
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Speech Recognition Architecture: CTC vs RNN-T vs Attention Encoder-Decoder, Whisper and Streaming ASR (2026)

Speech Recognition Architecture: CTC vs RNN-T vs Attention Encoder-Decoder, Whisper and Streaming ASR (2026)

Posted by By MPRAUTO MPRAUTO October 26, 2026Posted inAINo Comments
Speech Recognition Architecture: CTC vs RNN-T vs Attention Encoder-Decoder Most teams pick an automatic speech recognition (ASR) model by reading a leaderboard, then discover in production that the leaderboard measured…
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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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