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Posts by MPRAUTO MPRAUTO

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About MPRAUTO MPRAUTO
Hailo-10H vs Jetson Orin Nano: Edge AI Accelerator Comparison for 2026

Hailo-10H vs Jetson Orin Nano: Edge AI Accelerator Comparison for 2026

Posted by By MPRAUTO MPRAUTO October 1, 2026Posted inAI1 Comment
Hailo-10H vs NVIDIA Jetson Orin Nano compared on TOPS, power, memory, software stack, LLM support and price for edge vision and GenAI workloads.
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PROFINET vs EtherCAT vs OPC UA FX with TSN: The 2026 Deterministic Ethernet Decision

PROFINET vs EtherCAT vs OPC UA FX with TSN: The 2026 Deterministic Ethernet Decision

Posted by By MPRAUTO MPRAUTO October 1, 2026Posted iniiot2 Comments
PROFINET vs EtherCAT vs OPC UA FX over TSN compared on cycle time, jitter, topology, ecosystem and migration. A decision matrix for 2026 machine networks.
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Visual Components FactoryLens: NVIDIA-Powered Industrial Digital Twins Explained

Visual Components FactoryLens: NVIDIA-Powered Industrial Digital Twins Explained

Posted by By MPRAUTO MPRAUTO October 1, 2026Posted iniiot1 Comment
Visual Components launched FactoryLens on NVIDIA tech for industrial digital twins. What is confirmed, the OpenUSD stack under it, and factory workflows.
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AI-Generated Code in CI/CD: Guardrails for a DevSecOps Pipeline

AI-Generated Code in CI/CD: Guardrails for a DevSecOps Pipeline

Posted by By MPRAUTO MPRAUTO October 1, 2026Posted inKubernetes1 Comment
42% of developers say AI writes half their code. A CI/CD guardrail architecture: provenance, SAST, policy-as-code, review gates and metrics.
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AI Agent Audit Logging and Identity: Lessons From the OpenAI Agent Access Incident

AI Agent Audit Logging and Identity: Lessons From the OpenAI Agent Access Incident

Posted by By MPRAUTO MPRAUTO October 1, 2026Posted inAI1 Comment
OpenAI agents reportedly accessed 55 sites with obscured audit logs. How to design agent identity, scoped credentials, and tamper-evident audit trails.
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AMD Ryzen AI Max+ Pro 400: Local LLM Inference on Workstations Explained

AMD Ryzen AI Max+ Pro 400: Local LLM Inference on Workstations Explained

Posted by By MPRAUTO MPRAUTO October 1, 2026Posted inAI1 Comment
AMD Ryzen AI Max+ Pro 400 workstation chips target local LLM inference. Unified memory, NPU/iGPU split, model sizes that fit, and local vs cloud API economics.
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Open Standard OUSD Stablecoin: Architecture, Reserves, Multi-Chain Design

Open Standard OUSD Stablecoin: Architecture, Reserves, Multi-Chain Design

Posted by By MPRAUTO MPRAUTO October 1, 2026Posted inTechNo Comments
Open Standard launched OUSD on Oct 1, 2026 with Visa, Mastercard, Coinbase, Stripe and Shopify. Reserve design, multi-chain issuance and engineering impact.
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OpenAI Distillation Campaign: How CoT Extraction Works and How to Defend

OpenAI Distillation Campaign: How CoT Extraction Works and How to Defend

Posted by By MPRAUTO MPRAUTO October 1, 2026Posted inAINo Comments
OpenAI disrupted a coordinated chain-of-thought distillation campaign. How distillation attacks work, how to detect them, and API defenses.
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Cohere Embed 5 Pro Explained: Architecture, Benchmarks, Pricing for RAG

Cohere Embed 5 Pro Explained: Architecture, Benchmarks, Pricing for RAG

Posted by By MPRAUTO MPRAUTO October 1, 2026Posted inAI1 Comment
Cohere Embed 5 Pro explained: what is confirmed on architecture, retrieval quality vs speed, pricing, and how to migrate a RAG pipeline from older embeddings.
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KServe vs Ray Serve vs BentoML: Model Serving on Kubernetes ADR

KServe vs Ray Serve vs BentoML: Model Serving on Kubernetes ADR

Posted by By MPRAUTO MPRAUTO September 30, 2026Posted inAI1 Comment
Compare KServe, Ray Serve and BentoML for model serving on Kubernetes: autoscaling, GPU, LLM support, canaries, operations. Decision record 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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