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AI Agent Sandboxes Compared: Firecracker vs gVisor vs Kata for Untrusted Code in 2026

AI Agent Sandboxes Compared: Firecracker vs gVisor vs Kata for Untrusted Code in 2026

Posted by By MPRAUTO MPRAUTO September 18, 2026Posted inTech3 Comments
Running LLM-generated code safely in 2026: Firecracker, gVisor and Kata compared on isolation boundary, cold start, GPU passthrough and operational cost.
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Apache Iceberg v3 Explained: 7 Spec Features That Change Your Lakehouse Upgrade Plan (2026)

Apache Iceberg v3 Explained: 7 Spec Features That Change Your Lakehouse Upgrade Plan (2026)

Posted by By MPRAUTO MPRAUTO September 18, 2026Posted inTech1 Comment
Iceberg v3 adds deletion vectors, row lineage, VARIANT and geospatial types. What each feature changes, engine support, and how to sequence the upgrade.
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STEP AP242 vs JT vs QIF: Choosing an MBD Exchange Format in 2026

STEP AP242 vs JT vs QIF: Choosing an MBD Exchange Format in 2026

Posted by By MPRAUTO MPRAUTO September 18, 2026Posted inTech1 Comment
AP242, JT and QIF compared for model-based definition in 2026: semantic vs graphical PMI, metrology round-trip, archival and which format each job needs.
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MCP 2026-07-28 Spec Migration: 8 Breaking Changes Stateless Servers Must Handle

MCP 2026-07-28 Spec Migration: 8 Breaking Changes Stateless Servers Must Handle

Posted by By MPRAUTO MPRAUTO September 18, 2026Posted inTech3 Comments
The MCP 2026-07-28 spec makes servers stateless and horizontally scalable. The 8 changes that break deployed servers, and how to migrate each one.
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Kubernetes 1.37 DRA Explained: 6 Changes That Retire the GPU Device Plugin in 2026

Kubernetes 1.37 DRA Explained: 6 Changes That Retire the GPU Device Plugin in 2026

Posted by By MPRAUTO MPRAUTO September 18, 2026Posted inTech3 Comments
Kubernetes 1.37 made DRA Extended Resources stable and device taints GA. What changes for GPU scheduling, and how to migrate off the device plugin.
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EU Cyber Resilience Act 24-Hour Reporting: A 5-Step Compliance Architecture for IIoT Vendors (2026)

EU Cyber Resilience Act 24-Hour Reporting: A 5-Step Compliance Architecture for IIoT Vendors (2026)

Posted by By MPRAUTO MPRAUTO September 18, 2026Posted inTech1 Comment
EU CRA reporting obligations went live 11 Sept 2026. A 5-step architecture for IIoT vendors: detection, triage, the 24h/72h/14-day clock and ENISA submission.
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IEC/IEEE 60802 TSN Profile: 7 Decisions Industrial Network Architects Must Make in 2026

IEC/IEEE 60802 TSN Profile: 7 Decisions Industrial Network Architects Must Make in 2026

Posted by By MPRAUTO MPRAUTO September 18, 2026Posted inTech4 Comments
IEC/IEEE 60802 published June 2026. The industrial TSN profile explained: feature selections, conformance testing, PROFINET migration and 7 architect decisions.
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ROS 2 Kilted Kaiju to Lyrical Luth Migration (2026): What Breaks

ROS 2 Kilted Kaiju to Lyrical Luth Migration (2026): What Breaks

Posted by By MPRAUTO MPRAUTO September 17, 2026Posted inTech2 Comments
Migrating ROS 2 Kilted Kaiju to Lyrical Luth in 2026: breaking changes, ros2_control updates, Zenoh as the Tier-1 RMW and a safe upgrade path.
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Isaac Lab vs Isaac Sim vs Gazebo Harmonic: 2026 Robot Sim Stack

Isaac Lab vs Isaac Sim vs Gazebo Harmonic: 2026 Robot Sim Stack

Posted by By MPRAUTO MPRAUTO September 17, 2026Posted inTech3 Comments
Isaac Lab, Isaac Sim and Gazebo Harmonic compared for 2026 sim-to-real robotics: RL throughput, physics fidelity, ROS 2 integration and when to use each.
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Ollama vs LM Studio vs Jan (2026): Local LLM Runner Compared

Ollama vs LM Studio vs Jan (2026): Local LLM Runner Compared

Posted by By MPRAUTO MPRAUTO August 6, 2026Posted inTechNo Comments
Ollama vs LM Studio vs Jan for running local LLMs in 2026: backends, model formats, OpenAI-compatible APIs, GPU support, privacy and developer workflow. Decision guide.
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Posts pagination

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  • OEE Architecture: Calculating Overall Equipment Effectiveness from IIoT Data, MES and ISA-95 (2026)
  • Data Contracts and Schema Registries: Schema Evolution for Streaming and Lakehouse Pipelines (2026)
  • LoRaWAN FUOTA: Firmware Update Over the Air with Multicast, Fragmentation and Clock Sync (2026)
  • PayFac vs ISO vs Merchant of Record: Payment Facilitator Architecture, Underwriting and Settlement (2026)
  • EMV 3-D Secure 2 Architecture: Frictionless Flow, Risk-Based Authentication and Liability Shift (2026)
  • Kubernetes DNS and Service Discovery: CoreDNS, ndots:5 and the Latency Tax (2026)
  • Zero-Downtime Database Schema Migrations: Expand-Contract, gh-ost, pg-osc and Online DDL (2026)
  • Cache Stampede and Thundering Herd: Request Coalescing, TTL Jitter and Stale-While-Revalidate (2026)
  • Tail-Based Sampling with the OpenTelemetry Collector: Distributed Tracing Cost Control (2026)
  • Sim-to-Real Transfer for Robot Learning: Domain Randomization, System ID and Isaac Lab (2026)
  • Fine-Tuning Embedding Models for Retrieval: Contrastive Loss, Hard Negatives and Matryoshka (2026)
  • LLM Red Teaming and Jailbreak Defense: Garak, PyRIT and Guardrail Architecture (2026)
  • Retries, Backoff with Jitter, Circuit Breakers and Retry Budgets: Resilience Patterns (2026)
  • SOME/IP and Automotive Ethernet: Service-Oriented Architecture for the Software-Defined Vehicle (2026)
  • DNP3 Protocol Deep Dive: Link, Transport and Application Layers, Secure Authentication and SCADA Utilities (2026)
  • OAuth 2.1, PKCE, OIDC and JWT Validation Pitfalls: A Token Security Guide (2026)
  • Interchange Fees and Least-Cost Routing: Card Payment Cost Architecture (2026)
  • Payment Retries and Dunning: Smart Retry Architecture for Recovering Failed Card Payments (2026)
  • Browser Agents Architecture: DOM, Accessibility Tree vs Vision, and Playwright MCP (2026)
  • Mechanistic Interpretability: Sparse Autoencoders, Features and Circuits in LLMs (2026)
  • Distributed Training Parallelism: Data, Tensor, Pipeline, FSDP/ZeRO and NCCL Collectives (2026)
  • Probabilistic Data Structures: Bloom Filters, HyperLogLog, Count-Min Sketch and Cuckoo Filters (2026)
  • Load Balancing Algorithms: Power of Two Choices, Maglev and L4 vs L7 (2026)
  • MVCC and Transaction Isolation Levels: Snapshot Isolation, Write Skew and SSI (2026)
  • ISA-100.11a vs WirelessHART: Wireless Industrial Networks Compared
  • Iceberg Catalogs: Polaris vs Nessie vs Unity Comparison (2026)
  • IO-Link Wireless: Industrial Sensor Network Architecture
  • Model Context Protocol (MCP) Explained: How It Works (2026)
  • Idempotent API Design: The Complete Engineering Guide
  • Agentic Digital Twins: AI-Driven Twins in 2026
  • OpenPLC v3 + Modbus TCP: Open-Source PLC Architecture
  • LLMs on Jetson Orin Benchmarked (2026): tok/s & VRAM
  • Claude Skills Architecture: Dynamic Capability Injection for LLM Agents
  • PROFIBUS Protocol: The Complete Technical Guide to Process and Factory Fieldbus
  • Database Sharding Strategies: Consistent Hashing, Rendezvous Hashing and Online Resharding (2026)
  • TLS 1.3 for Constrained IoT Devices: Handshake, 0-RTT, mTLS and Performance Costs (2026)
  • Hybrid Logical Clocks vs Vector Clocks: Event Ordering for Distributed IoT and Edge (2026)
  • Card Issuing Architecture: Processors, BIN Sponsors, JIT Funding and Authorization Flow (2026)
  • Core Banking Modernization: Strangler Fig, Event-Driven Cores and Migration Risk (2026)

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