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SUIT (RFC 9124) vs Uptane vs Mender, RAUC and SWUpdate: IoT OTA Update Comparison

SUIT (RFC 9124) vs Uptane vs Mender, RAUC and SWUpdate: IoT OTA Update Comparison

Posted by By MPRAUTO MPRAUTO October 3, 2026Posted iniiotNo Comments
OTA update stacks compared: IETF SUIT manifests, Uptane, Mender, RAUC and SWUpdate. Threat models, A/B partitioning, delta updates, rollback, and which.
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EU CRA vs NIS2 vs IEC 62443: Compliance Mapping for IoT and OT Vendors

EU CRA vs NIS2 vs IEC 62443: Compliance Mapping for IoT and OT Vendors

Posted by By MPRAUTO MPRAUTO October 3, 2026Posted iniiot1 Comment
How the EU Cyber Resilience Act, NIS2 and IEC 62443 overlap for IoT and OT vendors: scope, obligations, deadlines, evidence, and a control-mapping.
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Rust in the Linux Kernel Goes Mainstream: What It Means for Embedded and IoT Drivers

Rust in the Linux Kernel Goes Mainstream: What It Means for Embedded and IoT Drivers

Posted by By MPRAUTO MPRAUTO October 3, 2026Posted inKubernetesNo Comments
Rust is no longer experimental in the Linux kernel. What changed, how Rust drivers work, and what embedded and IoT teams should do about out-of-tree.
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OpenTelemetry Specification 1.61 and Q3 2026 Changes: What Platform Teams Should Do

OpenTelemetry Specification 1.61 and Q3 2026 Changes: What Platform Teams Should Do

Posted by By MPRAUTO MPRAUTO October 3, 2026Posted inKubernetesNo Comments
OpenTelemetry Specification v1.61 and recent Collector, Rust 0.33 and Demo 3.1 releases: what changed in Q3 2026, migration risks, and a pragmatic upgrade.
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Time-Series Foundation Models for Industrial Sensors: TimesFM vs Chronos vs Moirai

Time-Series Foundation Models for Industrial Sensors: TimesFM vs Chronos vs Moirai

Posted by By MPRAUTO MPRAUTO October 3, 2026Posted inAINo Comments
TimesFM, Chronos and Moirai compared for industrial sensor forecasting and anomaly detection: architectures, zero-shot limits, latency, and a practical.
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GPT-6.1 Sol Explained: What Changed, Pricing and Benchmarks

GPT-6.1 Sol Explained: What Changed, Pricing and Benchmarks

Posted by By MPRAUTO MPRAUTO October 3, 2026Posted inAINo Comments
OpenAI GPT-6.1 Sol launched with a new pricing tier. What is confirmed on capabilities, pricing and benchmarks, how it differs from GPT-6 Sol, and when to.
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Bilibili Index-Translate-35B-A3B Explained: MoE Translation Model for 150 Languages

Bilibili Index-Translate-35B-A3B Explained: MoE Translation Model for 150 Languages

Posted by By MPRAUTO MPRAUTO October 3, 2026Posted inAINo Comments
Bilibili Index-Translate-35B-A3B preview is a 35B MoE with 3B active parameters, Apache 2.0, 262K context. Architecture, translation quality caveats and.
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Cloudflare Clef and Strands Decider: Decision Models for AI Agents Explained

Cloudflare Clef and Strands Decider: Decision Models for AI Agents Explained

Posted by By MPRAUTO MPRAUTO October 3, 2026Posted inAINo Comments
Cloudflare Clef (27B, 9B Flash) and Amazon Strands Decider 2B are small Apache 2.0 decision models. How they work, where they fit in agent loops, and cost.
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eBPF for Observability: How Kernel-Level Tracing Replaced Traditional APM

eBPF for Observability: How Kernel-Level Tracing Replaced Traditional APM

Posted by By MPRAUTO MPRAUTO October 3, 2026Posted inKubernetes1 Comment
eBPF observability, updated October 2026: OpenTelemetry eBPF Instrumentation (OBI) v0.13, Tetragon 1.7, Cilium 1.19, Parca, Pixie and kernel 7.x.
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gRPC vs REST vs GraphQL vs Connect: API Protocol Comparison 2026

gRPC vs REST vs GraphQL vs Connect: API Protocol Comparison 2026

Posted by By MPRAUTO MPRAUTO October 3, 2026Posted inKubernetesNo Comments
gRPC vs REST vs GraphQL vs Connect compared at the wire level for October 2026: framing, caching, streaming, browsers and a decision matrix.
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  • 3MF vs STEP AP242 vs glTF vs JT: Choosing Lightweight CAD Formats for Digital Twins and PLM
  • CRDTs for Digital Twin Synchronization: Offline-First State Replication at the Edge
  • Wi-Fi HaLow (802.11ah) vs LoRaWAN vs LTE-M: Long-Range IoT Selection Guide
  • TigerBeetle vs PostgreSQL for Financial Ledgers: Debit-Credit Database Design
  • FDX API vs PSD3: Open Banking Data-Sharing Architectures in the US and EU
  • dbt vs SQLMesh: Data Transformation, Virtual Environments and CI for Analytics Engineering
  • Kubernetes User Namespaces and Pod Hardening: Containing Container Escapes in 2026
  • Ingress-NGINX Retirement: A Step-by-Step Migration Playbook to Kubernetes Gateway API
  • GGUF vs AWQ vs GPTQ vs FP8: LLM Quantization Formats Compared
  • Multi-Head Latent Attention vs GQA vs MQA: KV-Cache Compression Explained
  • Mamba and State Space Models vs Transformers: Hybrid Architectures Explained
  • GRPO and RLVR Explained: How Reasoning Models Are Trained with Reinforcement Learning
  • SLOs and Error Budgets for IoT Platforms: Burn-Rate Alerting with OpenSLO and Sloth
  • Robot Description Formats Compared: URDF vs SDF vs MJCF vs OpenUSD for Digital Twins
  • UWB Real-Time Location Systems in Factories: IEEE 802.15.4z vs BLE Channel Sounding
  • 5G RedCap for Industrial IoT: Reduced Capability Devices, Power and Deployment Guide
  • Digital Euro vs e-CNY vs Digital Rupee: CBDC Architecture Compared
  • Velero 1.18 Kubernetes Backup and Disaster Recovery: Velero vs Kasten vs CloudCasa
  • Kepler 0.12: Kubernetes Pod Energy and Carbon Metrics Including GPU MIG Power Attribution
  • Falco 0.45 vs Tetragon vs Tracee: Kubernetes Runtime Threat Detection with eBPF
  • etcd 3.7 Explained: Raft Consensus, Kubernetes Control Plane Impact and Upgrade Guide
  • EU Cyber Resilience Act and SBOMs for IoT Firmware: CycloneDX vs SPDX in Practice
  • OpenTelemetry GenAI Semantic Conventions: Tracing LLM Calls and AI Agents
  • Ling 3.1 Flash Explained: Architecture, Pricing and Benchmarks
  • Sodium-Ion vs LFP Batteries for Grid Storage: Chemistry, Cost and Cycle Life
  • eBOM to mBOM Transformation: PLM-ERP Bill of Materials Architecture
  • Digital Twin State Estimation: Kalman vs Particle Filter vs EnKF for Twin Synchronization
  • OPC UA Companion Specifications for Robotics and Machinery: Interoperability in Practice
  • ML-KEM and ML-DSA on Constrained IoT Microcontrollers: Memory, Speed and Migration
  • x402 and HTTP 402: Machine-to-Machine Payments for AI Agents with Stablecoins
  • Passkeys and FIDO2 for Payment Authentication: PSD2 SCA Architecture Guide
  • Container Runtime Security Hardening in 2026: containerd 2.3, CRI-O and Podman 6 CVE Response
  • Istio 1.31 Explained: What Changed and How to Upgrade Your Service Mesh
  • Speculative Decoding Explained: EAGLE-3 vs Medusa vs Lookahead for LLM Inference Speedup
  • Perceptron Mk1.5 Explained: Vision-Language Model Capabilities and Pricing
  • MiniMax M3.1 Flash Preview Explained: Architecture, Pricing and Benchmarks
  • LTX Video Model Explained: Lightricks Architecture, Open Weights and Hardware
  • Brownfield Modbus Retrofit to Unified Namespace: Edge Gateway Options Compared
  • Sovereign Industrial AI Cloud: A Reference Architecture for Physical AI in Europe

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