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Posts by MPRAUTO MPRAUTO

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

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

Posted by By MPRAUTO MPRAUTO June 18, 2026Posted inAINo Comments
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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Brain Organoid Biocomputing Explained (2026)

Brain Organoid Biocomputing Explained (2026)

Posted by By MPRAUTO MPRAUTO June 17, 2026Posted inScienceNo Comments
How brain organoid biocomputing works in 2026: culturing neural organoids, electrode interfaces, training signals, and the honest limits of wetware compute.
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Intel-Foxconn Rack-Scale AI Infrastructure: 2026 Analysis

Intel-Foxconn Rack-Scale AI Infrastructure: 2026 Analysis

Posted by By MPRAUTO MPRAUTO June 17, 2026Posted inTechNo Comments
Analysis of the June 2026 Intel-Foxconn rack-scale AI infrastructure partnership: what Xeon-based AI racks mean for the GPU-dominated data center market.
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Perpetual Futures Funding-Rate Engine: Architecture (2026)

Perpetual Futures Funding-Rate Engine: Architecture (2026)

Posted by By MPRAUTO MPRAUTO June 17, 2026Posted inTechNo Comments
A 2026 systems design for a perpetual futures funding-rate engine: index/mark price, premium aggregation, settlement scheduling, and failure modes.
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OpenBao Secrets Management: A Production Tutorial (2026)

OpenBao Secrets Management: A Production Tutorial (2026)

Posted by By MPRAUTO MPRAUTO June 17, 2026Posted inSecurityNo Comments
A 2026 production tutorial for OpenBao secrets management: sealing, auth methods, dynamic secrets, Kubernetes injection, and high-availability deployment.
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Valkey vs Redis vs Dragonfly: In-Memory Store ADR (2026)

Valkey vs Redis vs Dragonfly: In-Memory Store ADR (2026)

Posted by By MPRAUTO MPRAUTO June 17, 2026Posted inKubernetesNo Comments
An architecture decision record comparing Valkey, Redis, and Dragonfly in 2026: licensing, clustering, throughput, memory model, and when to pick each.
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Text-to-SQL LLM Benchmark: Accuracy and Latency (2026)

Text-to-SQL LLM Benchmark: Accuracy and Latency (2026)

Posted by By MPRAUTO MPRAUTO June 17, 2026Posted inAINo Comments
A 2026 text-to-SQL benchmark methodology: execution accuracy, schema linking, latency, and cost across model tiers - plus where generated SQL goes wrong.
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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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