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Posts by MPRAUTO MPRAUTO

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About MPRAUTO MPRAUTO
DuckLake 1.0 vs Iceberg: Catalog-as-Metadata Architecture Compared

DuckLake 1.0 vs Iceberg: Catalog-as-Metadata Architecture Compared

Posted by By MPRAUTO MPRAUTO September 28, 2026Posted inArchitectureNo Comments
DuckLake stores lakehouse metadata in a SQL database instead of manifest files. How it compares to Apache Iceberg catalogs, and when each one wins.
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Post-Quantum Cryptography for OT and IIoT: CNSA 2.0 and NIST IR 8547 Deadlines

Post-Quantum Cryptography for OT and IIoT: CNSA 2.0 and NIST IR 8547 Deadlines

Posted by By MPRAUTO MPRAUTO September 28, 2026Posted inSecurityNo Comments
ML-KEM and ML-DSA on 15-year-lifespan PLCs, gateways and sensors: what CNSA 2.0 and NIST IR 8547 deadlines mean for industrial firmware and PKI.
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Kubernetes 1.37: Stable Metrics API and Rootless Kubelet in Beta

Kubernetes 1.37: Stable Metrics API and Rootless Kubelet in Beta

Posted by By MPRAUTO MPRAUTO September 28, 2026Posted inKubernetesNo Comments
Kubernetes 1.37 Garhwal graduates the Metrics API to stable and moves the rootless kubelet to beta. What changes for autoscaling, security, and upgrades.
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Bank Stablecoin Architecture: 21-Bank USD Consortium vs Qivalis vs Stellar Pilot

Bank Stablecoin Architecture: 21-Bank USD Consortium vs Qivalis vs Stellar Pilot

Posted by By MPRAUTO MPRAUTO September 28, 2026Posted inTechNo Comments
How the 21-bank USD stablecoin consortium, Qivalis euro effort and US Bank Stellar pilot differ on issuance, freeze and clawback controls. Systems analysis only.
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Circle Arc Mainnet: Architecture of a Stablecoin-Native Layer 1

Circle Arc Mainnet: Architecture of a Stablecoin-Native Layer 1

Posted by By MPRAUTO MPRAUTO September 28, 2026Posted inTechNo Comments
Circle launched Arc, a USDC-native Layer 1, on Sept 16, 2026 with validators from BlackRock, Visa and Mastercard. A systems analysis of its design (not advice).
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FLUX 3 Action: Black Forest Labs Enters Robot Control with a World Action Model

FLUX 3 Action: Black Forest Labs Enters Robot Control with a World Action Model

Posted by By MPRAUTO MPRAUTO September 28, 2026Posted inTechNo Comments
Black Forest Labs released FLUX 3 Action, an open-weight world action model scoring 42.92% on RoboLab-120. How it works and where it fits versus VLAs.
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Xiaomi MiMo-V2.6 Explained: MIT-Licensed Open Weights and an Open RL Stack

Xiaomi MiMo-V2.6 Explained: MIT-Licensed Open Weights and an Open RL Stack

Posted by By MPRAUTO MPRAUTO September 28, 2026Posted inAINo Comments
Xiaomi released MiMo-V2.6 Pro and Flash under MIT license with its RL training stack open-sourced. Architecture, benchmarks, cost, and self-hosting notes.
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Gemini 3.8 Flash Explained: Pricing Cliff, Context, Benchmarks

Gemini 3.8 Flash Explained: Pricing Cliff, Context, Benchmarks

Posted by By MPRAUTO MPRAUTO September 28, 2026Posted inAINo Comments
Gemini 3.8 Flash launched Sept 2, 2026 with a 1M context window and introductory pricing that doubles on Jan 1, 2027. A cost-per-task breakdown for builders.
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GPT-6 Sol and Luna Explained: Architecture, Pricing, Benchmarks

GPT-6 Sol and Luna Explained: Architecture, Pricing, Benchmarks

Posted by By MPRAUTO MPRAUTO September 28, 2026Posted inAI3 Comments
OpenAI shipped GPT-6 Sol and Luna on Sept 22, 2026 with a 1.05M context window and prices 50% below GPT-5.6. Here is what changed and how they compare.
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Claude Opus 5.5: Anthropic’s New Flagship, Benchmarked

Claude Opus 5.5: Anthropic’s New Flagship, Benchmarked

Posted by By MPRAUTO MPRAUTO September 26, 2026Posted inAINo Comments
Claude Opus 5.5 is Anthropic's Sept 2026 flagship: pricing, 1M context, verified Terminal-Bench/HLE scores, and honest gaps vs GPT-6 Astra.
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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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