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Posts by MPRAUTO MPRAUTO

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About MPRAUTO MPRAUTO
Kubernetes Policy as Code: Kyverno vs OPA Gatekeeper (2026)

Kubernetes Policy as Code: Kyverno vs OPA Gatekeeper (2026)

Posted by By MPRAUTO MPRAUTO July 16, 2026Posted inKubernetes3 Comments
Kyverno vs OPA Gatekeeper for Kubernetes policy as code: admission control, language model, mutation, image verification, and how to choose in 2026 - with a decision matrix.
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LwM2M IoT Device Management Architecture (2026)

LwM2M IoT Device Management Architecture (2026)

Posted by By MPRAUTO MPRAUTO July 16, 2026Posted inTech2 Comments
LwM2M IoT device management architecture: the OMA object/resource model over CoAP/DTLS, bootstrap, registration, FOTA, and observing telemetry across constrained device fleets in 2026.
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Laboratory Automation Orchestration: SiLA 2 and Lab-as-Code (2026)

Laboratory Automation Orchestration: SiLA 2 and Lab-as-Code (2026)

Posted by By MPRAUTO MPRAUTO July 16, 2026Posted inAutonomous ScienceNo Comments
Laboratory automation orchestration architecture: SiLA 2 device drivers, schedulers, experiment queues, and lab-as-code - the software layer that runs self-driving lab robots in 2026.
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Payment Orchestration Platform Architecture (2026)

Payment Orchestration Platform Architecture (2026)

Posted by By MPRAUTO MPRAUTO July 16, 2026Posted inTech1 Comment
Payment orchestration platform architecture: routing across PSPs, cascading retries, tokenization vaults, smart routing, and reconciliation - a systems view for 2026.
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Continuous Batching for LLM Inference: Architecture and Throughput (2026)

Continuous Batching for LLM Inference: Architecture and Throughput (2026)

Posted by By MPRAUTO MPRAUTO July 16, 2026Posted inAI2 Comments
Continuous batching (in-flight batching) for LLM inference: iteration-level scheduling, prefill/decode interleaving, and how it lifts GPU throughput without hurting latency in 2026.
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GLM-5.2 Explained: Architecture, Benchmarks, and Deployment (2026)

GLM-5.2 Explained: Architecture, Benchmarks, and Deployment (2026)

Posted by By MPRAUTO MPRAUTO July 16, 2026Posted inAI1 Comment
GLM-5.2 architecture explained: Zhipu's 744B MoE with ~40B active, 1M-token IndexShare context, MIT weights, SWE-bench Pro 62.1, pricing, and how it compares in 2026.
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IoT Device Identity and Attestation Architecture (2026)

IoT Device Identity and Attestation Architecture (2026)

Posted by By MPRAUTO MPRAUTO July 13, 2026Posted inTechNo Comments
IoT device identity and attestation architecture: hardware roots of trust, DICE, TPM/secure elements, provisioning, and remote attestation for device fleets in 2026.
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ML Interatomic Potentials: Simulation-in-the-Loop Discovery (2026)

ML Interatomic Potentials: Simulation-in-the-Loop Discovery (2026)

Posted by By MPRAUTO MPRAUTO July 13, 2026Posted inAutonomous ScienceNo Comments
Machine learning interatomic potentials explained: MACE, foundation potentials, and GNoME-class screening that narrows the search before robots run experiments.
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Agentic Payments Architecture: How AI Agents Pay Safely (2026)

Agentic Payments Architecture: How AI Agents Pay Safely (2026)

Posted by By MPRAUTO MPRAUTO July 13, 2026Posted inTechNo Comments
Agentic payments architecture: how AI agents authorize and settle purchases with scoped mandates, tokenization, and verifiable intent - a systems view for 2026.
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OpenTelemetry Logs: Unified Telemetry Pipeline Architecture (2026)

OpenTelemetry Logs: Unified Telemetry Pipeline Architecture (2026)

Posted by By MPRAUTO MPRAUTO July 13, 2026Posted inKubernetes1 Comment
OpenTelemetry logs and a unified telemetry pipeline: the Collector, log-trace correlation, OTTL processing, tail sampling, and cost control patterns for 2026.
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Posts pagination

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  • Teamcenter 2606: Copilot for CAD and PMI, New Active Workspace, SAP and Polarion Links (2026)
  • Isaac Sim 6.2: Newton 1.6.1, Cortex Removal and Breaking Changes Before You Upgrade (2026)
  • Matter 1.6 and 1.6.1: Groupcast, NFC Setup, Joint Fabric, Product Security 1.1 (2026)
  • Linux 7.1 Mainline PREEMPT_RT on 32-bit ARM: Build, Measure Latency, Compare With Zephyr (2026)
  • Qualcomm Dragonwing Q-2390 vs IQ-2390: A78, 1.1 TOPS NPU, TSN, RISC-V Core (2026)
  • Terraform MCP Server GA: Connecting AI Assistants to HCP Terraform Safely (2026)
  • GitHub’s 8-Hour Outage (Aug 17, 2026): Build a CI/CD Fallback With Mirrors and Runners
  • Google Cloud europe-west2-b Outage (Oct 20, 2026): What Failed and Multi-Zone Failover Design
  • Python 3.15 for ML Pipelines: Lazy Imports, frozendict, Tachyon Profiler and JIT (2026)
  • Nex-N2.5 Agent Models Explained: 1.6T Max, 397B Pro, 35B Mini and the Open-Weights Status (2026)
  • MBZUAI K2 Horizon: Six Fully Open Models up to 375B-A23B, Apache 2.0, With Training Recipes (2026)
  • StepFun Step 5 Preview Open Weights: 600B MoE, 27B Active, 1M Context for Agents (2026)
  • 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)

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