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Posts by MPRAUTO MPRAUTO

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About MPRAUTO MPRAUTO
Transaction Cost Analysis: A 2026 System Architecture

Transaction Cost Analysis: A 2026 System Architecture

Posted by By MPRAUTO MPRAUTO June 20, 2026Posted inTechNo Comments
A 2026 architecture for a transaction cost analysis (TCA) system: benchmarks, the data pipeline, slippage decomposition, and execution-quality reporting.
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Temporal Durable Workflows: A 2026 Tutorial

Temporal Durable Workflows: A 2026 Tutorial

Posted by By MPRAUTO MPRAUTO June 20, 2026Posted inTechNo Comments
A 2026 Temporal tutorial: durable execution explained, workflows vs activities, a worker setup with code, retries and timeouts, and production gotchas.
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ClickHouse vs Doris vs StarRocks: OLAP ADR 2026

ClickHouse vs Doris vs StarRocks: OLAP ADR 2026

Posted by By MPRAUTO MPRAUTO June 20, 2026Posted inTechNo Comments
An architecture decision record comparing ClickHouse, Apache Doris, and StarRocks for real-time OLAP in 2026: ingestion, joins, concurrency, and cost.
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GLM-5.2 Benchmark: The New Open-Weight Leader (2026)

GLM-5.2 Benchmark: The New Open-Weight Leader (2026)

Posted by By MPRAUTO MPRAUTO June 20, 2026Posted inTechNo Comments
GLM-5.2 benchmark analysis: Z.ai's 753B MoE under MIT license, coding and agentic results vs GPT-5.5 and MiniMax M3, cost-per-token, and where it fits.
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AI Agent Trajectory Evaluation: 2026 Patterns

AI Agent Trajectory Evaluation: 2026 Patterns

Posted by By MPRAUTO MPRAUTO June 20, 2026Posted inTechNo Comments
How to evaluate AI agents in 2026: trajectory vs outcome metrics, step-level scoring, LLM-as-judge pitfalls, and a reusable agent eval harness pattern.
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Agility Digit RaaS: Inside the 2026 Deployment Push

Agility Digit RaaS: Inside the 2026 Deployment Push

Posted by By MPRAUTO MPRAUTO June 20, 2026Posted inTechNo Comments
Agility Robotics Digit in 2026: the robots-as-a-service model, Toyota and Amazon deployments, the economics, and what blocks scale on the warehouse floor.
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ros2_control Hardware Interface: A 2026 Tutorial

ros2_control Hardware Interface: A 2026 Tutorial

Posted by By MPRAUTO MPRAUTO June 20, 2026Posted inTechNo Comments
A hands-on 2026 ros2_control tutorial: write a SystemInterface hardware component, wire the controller manager, and run a real-time control loop with code.
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EtherCAT vs Profinet vs Sercos III: Motion Control 2026

EtherCAT vs Profinet vs Sercos III: Motion Control 2026

Posted by By MPRAUTO MPRAUTO June 20, 2026Posted iniotNo Comments
EtherCAT vs Profinet IRT vs Sercos III for industrial motion control in 2026: cycle time, jitter, topology, TSN path, and a weighted decision matrix.
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Semiconductor Fab Digital Twin: 2026 Reference Architecture

Semiconductor Fab Digital Twin: 2026 Reference Architecture

Posted by By MPRAUTO MPRAUTO June 20, 2026Posted inDigital TwinNo Comments
A 2026 reference architecture for a semiconductor fab digital twin: SECS/GEM and EDA data, the real-time process twin, APC/FDC integration, and yield use cases.
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DNA Language Models: Genomic Foundation Models Explained

DNA Language Models: Genomic Foundation Models Explained

Posted by By MPRAUTO MPRAUTO June 19, 2026Posted inScienceNo Comments
DNA language models explained for 2026: how genomic foundation models like Evo learn the language of the genome, the architecture, training data, and limits.
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Posts pagination

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  • vLLM vs SGLang vs TensorRT-LLM in 2026: The Serving Engine Pick
  • OpenAI o3 and o4-mini Explained: The Reasoning-Model Lineage (2026)
  • pgvector vs Qdrant vs LanceDB: On-Prem RAG Vector Search (2026)
  • OTLP vs Prometheus Remote Write: The 2026 Metrics Pipeline Decision
  • TensorRT-LLM vs llama.cpp on Jetson: Throughput, VRAM & Setup (2026)
  • INT4 vs INT8 vs FP8 on Edge NPUs: The 2026 Quantization Trade-off
  • Sparkplug B vs Plain MQTT Topics: Do You Actually Need Sparkplug? (2026)
  • PROFINET vs EtherCAT vs OPC UA FX+TSN: The 2026 Deterministic Ethernet Decision
  • K3s at the Edge: A Production Kubernetes Guide for 2026
  • ArgoCD vs Flux for GitOps at Scale: An Architecture Decision Record
  • Agentic RAG Architecture Patterns: When Plain RAG Is Not Enough
  • OPC UA vs MQTT Sparkplug B: The Industrial Connectivity Decision (2026)
  • Unified Namespace (UNS) Reference Architecture for Industrial IoT in 2026
  • Ollama vs LM Studio vs Jan (2026): Local LLM Runner Compared
  • containerd vs CRI-O (2026): Kubernetes Runtime Decision Guide
  • Podman vs Docker (2026): Rootless, Daemonless & Compose Tested
  • Karpenter vs Cluster Autoscaler (2026): GPU Node Scaling & Cost
  • ONNX vs TFLite vs ExecuTorch vs Core ML (2026): Edge Format Pick
  • Hailo-10H vs Jetson Orin Nano (2026): Same CV Workload Tested
  • ROS 2 Kilted to Lyrical Luth Migration (2026): What Breaks & Fixes
  • LangGraph vs CrewAI vs Pydantic-AI vs Agents SDK (2026): Which to Pick
  • MACE vs MatterSim vs Orb (2026): ML Interatomic Potentials
  • MCP Server Frameworks (2026): FastMCP vs Official SDK
  • NATS JetStream vs Kafka (2026): Edge & IIoT Telemetry ADR
  • On-Device LLM Runtimes (2026): llama.cpp vs MLC vs ONNX
  • Jetson Thor vs Hailo-10H vs Coral (2026): Edge Inference Pick
  • Digital Product Passport Data Model (2026): GS1 vs AAS vs Custom
  • OPC UA FX vs MQTT Sparkplug B (2026): Which for Your UNS
  • AI Plasma Control for Tokamak Fusion: Reinforcement Learning (2026)
  • Diffusion Policy for Robot Manipulation: Imitation Learning (2026)
  • Request to Pay and Account-to-Account Payments: An Architecture (2026)
  • Kubernetes Secrets Management with External Secrets Operator (2026)
  • LLM Function Calling and Tool Use: A Production Architecture (2026)
  • Grok 4.5 Explained: Architecture, Benchmarks and Deployment (2026)
  • Brain-Computer Interface Neural Decoding Architecture (2026)
  • 6-DoF Grasp Detection: Robotic Manipulation Architecture (2026)
  • Network Tokenization Architecture for Card Payments (2026)
  • Durable Execution Architecture: Temporal, Restate and DBOS (2026)
  • ColPali and Visual Document Retrieval: Late-Interaction RAG (2026)

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