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Posts by MPRAUTO MPRAUTO

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About MPRAUTO MPRAUTO
VWAP Execution Algorithm: System Architecture (2026)

VWAP Execution Algorithm: System Architecture (2026)

Posted by By MPRAUTO MPRAUTO June 18, 2026Posted inBusinessNo Comments
A 2026 system-design walkthrough of a VWAP execution algorithm: volume curve forecasting, scheduling, the slicing engine, and transaction cost analysis.
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Catena-X Automotive Data Space: Reference Architecture

Catena-X Automotive Data Space: Reference Architecture

Posted by By MPRAUTO MPRAUTO June 18, 2026Posted inDigital TwinNo Comments
A 2026 reference architecture for the Catena-X automotive data space: Eclipse Dataspace Connector, data sovereignty, the digital thread, and use cases.
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MTConnect vs OPC UA for Machine Tool Data (2026)

MTConnect vs OPC UA for Machine Tool Data (2026)

Posted by By MPRAUTO MPRAUTO June 18, 2026Posted iniiotNo Comments
MTConnect vs OPC UA for machine tool and CNC data in 2026: data models, semantics, agents, write-back, and a decision matrix for shop-floor connectivity.
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Robot Fleet Orchestration with Open-RMF: A Tutorial

Robot Fleet Orchestration with Open-RMF: A Tutorial

Posted by By MPRAUTO MPRAUTO June 18, 2026Posted inTechNo Comments
A hands-on 2026 tutorial for robot fleet orchestration with Open-RMF: traffic management, task allocation, the fleet adapter, and a working multi-AMR demo.
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Samsung’s All-AI Factories by 2030: An Analysis

Samsung’s All-AI Factories by 2030: An Analysis

Posted by By MPRAUTO MPRAUTO June 18, 2026Posted inNewsbeatNo Comments
Samsung's pledge to run all-AI factories by 2030, analyzed: digital twins, AI agents for quality and logistics, and what escaping pilot purgatory really takes.
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LLM Semantic Router: An Inference Routing Pattern

LLM Semantic Router: An Inference Routing Pattern

Posted by By MPRAUTO MPRAUTO June 18, 2026Posted inAI1 Comment
The LLM semantic router pattern in 2026: route requests by intent and cost to the right model, with vLLM Semantic Router, embeddings, and a reference design.
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LLM JSON Mode: A Structured-Output Benchmark (2026)

LLM JSON Mode: A Structured-Output Benchmark (2026)

Posted by By MPRAUTO MPRAUTO June 18, 2026Posted inAI1 Comment
A 2026 benchmark of LLM JSON mode and constrained decoding: throughput, latency, and accuracy across grammar-based methods, with reproducible methodology.
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DuckDB vs ClickHouse for Embedded Analytics: An ADR

DuckDB vs ClickHouse for Embedded Analytics: An ADR

Posted by By MPRAUTO MPRAUTO June 18, 2026Posted inArchitectureNo Comments
An architecture decision record comparing DuckDB and ClickHouse for embedded analytics in 2026: in-process vs server OLAP, cost, scale, and when to pick each.
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Grafana Alloy: An OpenTelemetry Collector Tutorial

Grafana Alloy: An OpenTelemetry Collector Tutorial

Posted by By MPRAUTO MPRAUTO June 18, 2026Posted inDevelopmentNo Comments
A 2026 Grafana Alloy tutorial: build an OpenTelemetry collector pipeline for metrics, logs, and traces, with working config, components, and deployment tips.
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How Quantum Dots Actually Work: The Physics of QLED

How Quantum Dots Actually Work: The Physics of QLED

Posted by By MPRAUTO MPRAUTO June 17, 2026Posted inScienceNo Comments
How quantum dots actually work: quantum confinement, why size sets color, how QLED and QD-OLED displays use them, and the physics behind the glow.
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Posts pagination

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  • 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)
  • Spot GPU Training: Checkpointing, Preemption Handling and Fault-Tolerant LLM Jobs (2026)
  • RAG Latency Budget: Optimizing Retrieval, Reranking and Streaming for Production (2026)
  • SBOM and VEX: CycloneDX vs SPDX for Software Supply Chain Vulnerability Triage (2026)
  • Kafka Exactly-Once Semantics: Idempotent Producers, Transactions and Their Limits (2026)
  • Raft vs Paxos: Leader Election, Log Replication and Consensus Failure Modes (2026)
  • LSM-Trees and RocksDB: Compaction, Write Amplification and Tuning (2026)
  • Saga Pattern: Orchestration vs Choreography and Compensating Transactions (2026)
  • Neural Operators (FNO, DeepONet) vs PINNs for Engineering Surrogate Models (2026)
  • Digital Twin Maturity Model: Fidelity Levels, ROI and a Practical Framework (2026)
  • Software-Defined Vehicle: AUTOSAR Classic vs Adaptive Architecture (2026)
  • Battery Management System (BMS) Architecture: SoC, SoH Estimation and Digital Twins (2026)
  • Project Haystack vs Brick Schema vs RealEstateCore for Building Digital Twins (2026)

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