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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 Database Internals: InfluxDB 3, TimescaleDB, and QuestDB Under the Hood

Time-Series Database Internals: InfluxDB 3, TimescaleDB, and QuestDB Under the Hood

Posted by By MPRAUTO MPRAUTO October 3, 2026Posted inKubernetesNo Comments
Time series database internals compared: InfluxDB 3 Core and Enterprise, TigerData TimescaleDB and QuestDB, with updated October 2026 facts.
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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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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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PostgreSQL 19 Release Guide: Logical Replication, WAL Level and Upgrade Plan

PostgreSQL 19 Release Guide: Logical Replication, WAL Level and Upgrade Plan

Posted by By MPRAUTO MPRAUTO October 2, 2026Posted inKubernetesNo Comments
PostgreSQL 19 beta guide: sequence replication, dynamic WAL level, new monitoring views, breaking changes, and a pg_upgrade or logical replication upgrade plan.
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Kubernetes 1.37 Memory QoS and Pod-Level Resource Managers Beta Explained

Kubernetes 1.37 Memory QoS and Pod-Level Resource Managers Beta Explained

Posted by By MPRAUTO MPRAUTO October 2, 2026Posted inKubernetesNo Comments
Kubernetes 1.37 brings Memory QoS and pod-level resource managers to beta. cgroup v2 memory.high behavior, throttling risks and tuning guidance.
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Kubernetes 1.37 Pod Certificates and Cluster Trust Bundles GA: Workload Identity Guide

Kubernetes 1.37 Pod Certificates and Cluster Trust Bundles GA: Workload Identity Guide

Posted by By MPRAUTO MPRAUTO October 2, 2026Posted inKubernetesNo Comments
Pod Certificates and ClusterTrustBundles reach GA in Kubernetes 1.37. How pod X.509 identity works vs SPIFFE and cert-manager, with migration steps.
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Kubernetes 1.37 HPA Scale-to-Zero Beta vs KEDA and Knative

Kubernetes 1.37 HPA Scale-to-Zero Beta vs KEDA and Knative

Posted by By MPRAUTO MPRAUTO October 2, 2026Posted inKubernetesNo Comments
Kubernetes 1.37 moves HPA scale-to-zero to beta. How it works, its limits, and when KEDA or Knative still win for event-driven workloads.
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AI Data Center Power: Behind-the-Meter, Nuclear PPAs and Grid Architecture

AI Data Center Power: Behind-the-Meter, Nuclear PPAs and Grid Architecture

Posted by By MPRAUTO MPRAUTO October 1, 2026Posted inKubernetesNo Comments
JERA, Dell and RHAELM plan a 400MW behind-the-meter AI campus; Amazon signed a Calvert Cliffs nuclear PPA. How AI data center power architecture works.
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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 inKubernetesNo Comments
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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  • 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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