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Posts by MPRAUTO MPRAUTO

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About MPRAUTO MPRAUTO
KEDA 2.21 vs 2.20: CVE Fix & Breaking Scaler Changes

KEDA 2.21 vs 2.20: CVE Fix & Breaking Scaler Changes

Posted by By MPRAUTO MPRAUTO September 25, 2026Posted inKubernetes1 Comment
KEDA 2.21 patches a TriggerAuthentication CVE and removes deprecated Temporal and Azure Pipelines scaler settings. The safe upgrade path from 2.20, which just went EOL.
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Delta Lake 4.4 vs 4.3: The Spark 4.2 Upgrade Trap

Delta Lake 4.4 vs 4.3: The Spark 4.2 Upgrade Trap

Posted by By MPRAUTO MPRAUTO September 25, 2026Posted inTechNo Comments
Delta Lake 4.4 defaults to Spark 4.2 and breaks delta-iceberg compatibility. What changes with identity columns, VOID types, and Unity Catalog metric views.
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langchain-mcp-adapters vs Native langchain.mcp (2026)

langchain-mcp-adapters vs Native langchain.mcp (2026)

Posted by By MPRAUTO MPRAUTO September 25, 2026Posted inAINo Comments
LangChain 1.4 folds MCP support into langchain.mcp, replacing langchain-mcp-adapters. Migration guide, the MCPAdapter class, elicitation, and OAuth 2.1 setup.
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SGLang 0.5.18 vs 0.5.15: What Changed and How to Upgrade

SGLang 0.5.18 vs 0.5.15: What Changed and How to Upgrade

Posted by By MPRAUTO MPRAUTO September 24, 2026Posted inTechNo Comments
SGLang 0.5.16-0.5.18 add DSpark speculative decoding, a Rust server and Breakable CUDA Graph. Breaking flags, cache moves and a step-by-step upgrade path.
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Helm 4.3 vs Helm 3.22: Migrating Before Helm 3 EOL

Helm 4.3 vs Helm 3.22: Migrating Before Helm 3 EOL

Posted by By MPRAUTO MPRAUTO September 24, 2026Posted inTechNo Comments
Helm 4.3 shipped Sept 2026 and Helm 3.22 is the last v3 minor. Compare flags, server-side apply, post-renderer plugins and plan migration before Feb 2027.
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Milvus 3.0 vs 2.6: Lake-Native Vector Search Upgrade Guide 2026

Milvus 3.0 vs 2.6: Lake-Native Vector Search Upgrade Guide 2026

Posted by By MPRAUTO MPRAUTO September 24, 2026Posted inTechNo Comments
Milvus 3.0 GA (Jul 29, 2026) vs 2.6: External Collections, Storage V3, SINDI sparse index, StructArray, online schema, and the rollback trap to avoid.
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MoveIt 2 vs MoveIt Pro 2026: What Qualcomm’s PickNik Deal Means

MoveIt 2 vs MoveIt Pro 2026: What Qualcomm’s PickNik Deal Means

Posted by By MPRAUTO MPRAUTO September 24, 2026Posted inTech1 Comment
Qualcomm is buying PickNik, steward of MoveIt. We compare open-source MoveIt 2.15 with MoveIt Pro 10 and explain what changes for ROS 2 manipulation teams.
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ONNX Runtime 1.30 vs 1.29: What Changed for Edge AI in 2026

ONNX Runtime 1.30 vs 1.29: What Changed for Edge AI in 2026

Posted by By MPRAUTO MPRAUTO September 24, 2026Posted inTechNo Comments
ONNX Runtime 1.30 adds Arm NEON/SVE LinearAttention, INT4 paged KV cache, Go bindings and FP16 fallback changes. What changed and how to upgrade safely.
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JetPack 7.2.1 vs 6.2.2 on Jetson Orin: Migration Guide 2026

JetPack 7.2.1 vs 6.2.2 on Jetson Orin: Migration Guide 2026

Posted by By MPRAUTO MPRAUTO September 24, 2026Posted inTechNo Comments
JetPack 7.2.1 moves Jetson Orin to Ubuntu 24.04, kernel 6.8, CUDA 13.2 and TensorRT 10.16. What breaks, what gets faster, and how to migrate safely.
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EMQX 6.3 LTS vs 5.8 LTS: Breaking Changes and Migration

EMQX 6.3 LTS vs 5.8 LTS: Breaking Changes and Migration

Posted by By MPRAUTO MPRAUTO September 24, 2026Posted inTechNo Comments
EMQX 6.3 is the new LTS. Strict MQTT parsing, Feature Gates, locked Prometheus and ACL defaults: every breaking change vs 5.8 LTS and a safe upgrade 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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