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Posts by MPRAUTO MPRAUTO

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  • MPRAUTO MPRAUTO
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About MPRAUTO MPRAUTO
How CMOS Image Sensors Actually Work: Photons to Pixels (2026)

How CMOS Image Sensors Actually Work: Photons to Pixels (2026)

Posted by By MPRAUTO MPRAUTO May 26, 2026Posted inScienceNo Comments
How CMOS image sensors actually work — photons hitting silicon, photodiodes, Bayer filters, rolling shutter, BSI vs FSI, and stacked sensors in 2026 phones.
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AlphaFold 3 Protein-Ligand Co-Folding: Architecture & Use Cases

AlphaFold 3 Protein-Ligand Co-Folding: Architecture & Use Cases

Posted by By MPRAUTO MPRAUTO May 26, 2026Posted inScienceNo Comments
AlphaFold 3 architecture explained — diffusion-based co-folding, protein-ligand prediction, training data, accuracy limits, and drug-discovery applications.
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AMD MI400 Instinct Architecture for AI Training (2026)

AMD MI400 Instinct Architecture for AI Training (2026)

Posted by By MPRAUTO MPRAUTO May 26, 2026Posted inTechNo Comments
AMD MI400 Instinct architecture for AI training — CDNA 4, HBM4 stacks, UALink interconnect, ROCm stack maturity, and how MI400 stacks up against Nvidia Rubin.
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TWAP Execution Algorithm Architecture: Design & Slippage (2026)

TWAP Execution Algorithm Architecture: Design & Slippage (2026)

Posted by By MPRAUTO MPRAUTO May 26, 2026Posted inTechNo Comments
TWAP execution algorithm architecture — order slicing, randomization, microstructure modeling, slippage measurement, and where TWAP fails vs VWAP/IS.
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Apache Pulsar Geo-Replication Architecture for Multi-Region (2026)

Apache Pulsar Geo-Replication Architecture for Multi-Region (2026)

Posted by By MPRAUTO MPRAUTO May 26, 2026Posted inTechNo Comments
Apache Pulsar geo-replication architecture for multi-region clusters — replication modes, bookkeeper layout, consistency, failover, and Kafka comparisons.
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OpenTelemetry Collector Architecture: Pipelines, Processors, Exporters

OpenTelemetry Collector Architecture: Pipelines, Processors, Exporters

Posted by By MPRAUTO MPRAUTO May 26, 2026Posted inTechNo Comments
OpenTelemetry Collector architecture — receivers, processors, exporters, gateway vs agent deployment, tail sampling, and high-cardinality survival tips.
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Kubernetes vs Nomad for Edge Workloads: Decision Matrix (2026)

Kubernetes vs Nomad for Edge Workloads: Decision Matrix (2026)

Posted by By MPRAUTO MPRAUTO May 26, 2026Posted inTechNo Comments
Kubernetes vs Nomad for edge workloads — weighted decision matrix across footprint, scheduling, multi-cloud, ecosystem, and operational realities.
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LLM Tokenization Deep Dive: BPE, SentencePiece, Tiktoken (2026)

LLM Tokenization Deep Dive: BPE, SentencePiece, Tiktoken (2026)

Posted by By MPRAUTO MPRAUTO May 26, 2026Posted inAINo Comments
How LLM tokenizers really work — BPE, SentencePiece, Tiktoken, vocab design, multilingual gotchas, and why your token count drives your bill.
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Claude 4.6 Agent Tool Use Patterns for Production (2026)

Claude 4.6 Agent Tool Use Patterns for Production (2026)

Posted by By MPRAUTO MPRAUTO May 26, 2026Posted inAINo Comments
Production-ready agent patterns with Claude 4.6 — parallel tool calls, planning, memory, error recovery, and when sub-agents beat single-agent loops.
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Fact-Check: 6 Industrial IoT ROI Claims That Don’t Survive Audit

Fact-Check: 6 Industrial IoT ROI Claims That Don’t Survive Audit

Posted by By MPRAUTO MPRAUTO May 26, 2026Posted iniiotNo Comments
Six common industrial IoT ROI claims fact-checked against real plant deployments — what holds up, what collapses, and where the actual payback lives.
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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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