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Posts by MPRAUTO MPRAUTO

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  • MPRAUTO MPRAUTO
  • Page 36
About MPRAUTO MPRAUTO
Mamba and State Space Models vs Transformers: Hybrid Architectures Explained

Mamba and State Space Models vs Transformers: Hybrid Architectures Explained

Posted by By MPRAUTO MPRAUTO October 7, 2026Posted inAINo Comments
Mamba and state space models compared with Transformers: selective scan, linear-time inference, KV-cache savings, hybrid designs like Jamba, and when SSMs.
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GRPO and RLVR Explained: How Reasoning Models Are Trained with Reinforcement Learning

GRPO and RLVR Explained: How Reasoning Models Are Trained with Reinforcement Learning

Posted by By MPRAUTO MPRAUTO October 7, 2026Posted inAINo Comments
GRPO and RLVR explained: how group-relative policy optimization and verifiable rewards train reasoning LLMs, with the math, a minimal training loop and.
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SLOs and Error Budgets for IoT Platforms: Burn-Rate Alerting with OpenSLO and Sloth

SLOs and Error Budgets for IoT Platforms: Burn-Rate Alerting with OpenSLO and Sloth

Posted by By MPRAUTO MPRAUTO October 5, 2026Posted inKubernetes1 Comment
Define SLIs, SLOs and error budgets for IoT platforms: freshness and latency SLIs, multi-window burn-rate alerts with OpenSLO and Sloth.
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Robot Description Formats Compared: URDF vs SDF vs MJCF vs OpenUSD for Digital Twins

Robot Description Formats Compared: URDF vs SDF vs MJCF vs OpenUSD for Digital Twins

Posted by By MPRAUTO MPRAUTO October 5, 2026Posted iniiot2 Comments
URDF, SDF, MJCF and OpenUSD compared for robot digital twins: what each models, physics fidelity, converters and a CAD-to-simulator pipeline.
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UWB Real-Time Location Systems in Factories: IEEE 802.15.4z vs BLE Channel Sounding

UWB Real-Time Location Systems in Factories: IEEE 802.15.4z vs BLE Channel Sounding

Posted by By MPRAUTO MPRAUTO October 5, 2026Posted iniiotNo Comments
How UWB real-time location works in factories: TWR vs TDoA, IEEE 802.15.4z, anchor geometry, accuracy limits and BLE Channel Sounding compared.
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5G RedCap for Industrial IoT: Reduced Capability Devices, Power and Deployment Guide

5G RedCap for Industrial IoT: Reduced Capability Devices, Power and Deployment Guide

Posted by By MPRAUTO MPRAUTO October 5, 2026Posted iniiot2 Comments
5G RedCap for industrial IoT: 3GPP Release 17 and 18 limits, eRedCap, power saving and when to pick it over LTE-M, NB-IoT or full 5G NR.
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Digital Euro vs e-CNY vs Digital Rupee: CBDC Architecture Compared

Digital Euro vs e-CNY vs Digital Rupee: CBDC Architecture Compared

Posted by By MPRAUTO MPRAUTO October 5, 2026Posted inTechNo Comments
Digital euro, e-CNY and digital rupee compared: ledger design, tiered intermediaries, offline payments and privacy. Systems analysis, not advice.
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Velero 1.18 Kubernetes Backup and Disaster Recovery: Velero vs Kasten vs CloudCasa

Velero 1.18 Kubernetes Backup and Disaster Recovery: Velero vs Kasten vs CloudCasa

Posted by By MPRAUTO MPRAUTO October 5, 2026Posted inKubernetesNo Comments
Kubernetes backup and disaster recovery with Velero 1.18: CSI snapshots, data movers, restore ordering, RPO and RTO, and Velero vs Kasten vs CloudCasa.
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Kepler 0.12: Kubernetes Pod Energy and Carbon Metrics Including GPU MIG Power Attribution

Kepler 0.12: Kubernetes Pod Energy and Carbon Metrics Including GPU MIG Power Attribution

Posted by By MPRAUTO MPRAUTO October 5, 2026Posted inKubernetesNo Comments
How Kepler estimates per-pod energy in Kubernetes, what changed in 0.12 including GPU MIG attribution, and where its carbon metrics can mislead.
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Falco 0.45 vs Tetragon vs Tracee: Kubernetes Runtime Threat Detection with eBPF

Falco 0.45 vs Tetragon vs Tracee: Kubernetes Runtime Threat Detection with eBPF

Posted by By MPRAUTO MPRAUTO October 5, 2026Posted inKubernetes1 Comment
Falco 0.45 vs Tetragon vs Tracee for Kubernetes runtime threat detection: eBPF drivers, rule languages, alert routing and a production rollout plan.
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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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