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Posts by MPRAUTO MPRAUTO

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About MPRAUTO MPRAUTO
LLM Output Validation: Structured Outputs & Guardrails

LLM Output Validation: Structured Outputs & Guardrails

Posted by By MPRAUTO MPRAUTO June 8, 2026Posted inAINo Comments
A production 2026 pattern for LLM output validation: constrained decoding, JSON-schema structured outputs, guardrails, and self-repair loops that actually hold.
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Humanoid Robots Hit the Factory Floor: 2026 Analysis

Humanoid Robots Hit the Factory Floor: 2026 Analysis

Posted by By MPRAUTO MPRAUTO June 8, 2026Posted inTechNo Comments
An analytical 2026 look at humanoid robots moving from pilots to production lines: Figure, Schaeffler, Unitree deployments, the economics, and what still blocks scale.
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ThingsBoard IoT Platform Tutorial: Devices to Dashboards

ThingsBoard IoT Platform Tutorial: Devices to Dashboards

Posted by By MPRAUTO MPRAUTO June 8, 2026Posted iniotNo Comments
A hands-on 2026 ThingsBoard tutorial: provision devices over MQTT, build rule-engine pipelines, and ship a live telemetry dashboard, with working config.
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LoRaWAN vs NB-IoT vs LTE-M: Industrial IoT (2026)

LoRaWAN vs NB-IoT vs LTE-M: Industrial IoT (2026)

Posted by By MPRAUTO MPRAUTO June 8, 2026Posted iniotNo Comments
An engineer's 2026 comparison of LoRaWAN, NB-IoT, and LTE-M for industrial sensor networks: range, power, latency, cost, and a decision matrix.
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Asset Administration Shell Tutorial with Eclipse BaSyx

Asset Administration Shell Tutorial with Eclipse BaSyx

Posted by By MPRAUTO MPRAUTO June 6, 2026Posted inDigital TwinNo Comments
A hands-on 2026 Asset Administration Shell tutorial using Eclipse BaSyx — submodels, the digital nameplate, REST API, and connecting an AAS to a digital twin.
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Order Book Imbalance Features: A Microstructure Design

Order Book Imbalance Features: A Microstructure Design

Posted by By MPRAUTO MPRAUTO June 6, 2026Posted inTechNo Comments
A systems view of order book imbalance features in 2026 — computing OFI, queue imbalance, and microprice from L2 data, plus the engineering pitfalls.
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Lights-Out Factories in 2026: What the Data Shows

Lights-Out Factories in 2026: What the Data Shows

Posted by By MPRAUTO MPRAUTO June 6, 2026Posted inNewsbeatNo Comments
A 2026 analysis of lights-out, autonomous factories — what edge AI and digital twins actually deliver, where the hype breaks, and the realistic adoption curve.
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Cryo-EM Meets AI: Structure Prediction in Drug Discovery

Cryo-EM Meets AI: Structure Prediction in Drug Discovery

Posted by By MPRAUTO MPRAUTO June 6, 2026Posted inScienceNo Comments
How cryo-EM and AI structure prediction work together in 2026 drug discovery — the pipeline, what AlphaFold-class models add, and the honest limitations.
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Why Lithium-Ion Batteries Catch Fire: Thermal Runaway

Why Lithium-Ion Batteries Catch Fire: Thermal Runaway

Posted by By MPRAUTO MPRAUTO June 6, 2026Posted inScienceNo Comments
The physics of lithium-ion thermal runaway explained — what triggers it, the chain reaction inside the cell, and how engineers actually prevent battery fires.
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Iceberg vs Delta vs Hudi for IIoT Lakehouse: An ADR

Iceberg vs Delta vs Hudi for IIoT Lakehouse: An ADR

Posted by By MPRAUTO MPRAUTO June 6, 2026Posted inArchitectureNo Comments
An architecture decision record comparing Apache Iceberg, Delta Lake, and Hudi for an IIoT lakehouse in 2026 — schema evolution, upserts, and time-series fit.
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Posts pagination

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  • DeepSeek V4 Explained: Architecture, Sparse Attention, Benchmarks, and Deployment (2026)
  • DeepSeek V4 Explained: Architecture, Sparse Attention, Benchmarks, and Deployment (2026)
  • In-Vivo CAR-T Cell Therapy: How Engineering T-Cells Inside the Body Works (2026)
  • d-Matrix Corsair and the Rise of Dedicated AI Inference Silicon (2026 Analysis)
  • Perpetual KYC (pKYC) Architecture: Continuous Risk Reassessment for 2026
  • Dapr for Distributed Microservices: A 2026 Tool Deep-Dive and Tutorial
  • PostgreSQL vs Distributed SQL (CockroachDB, YugabyteDB): A Multi-Tenant SaaS ADR (2026)
  • Long-Context LLM Benchmarks 2026: RULER, Effective Context, and the Lost-in-the-Middle Problem
  • Long-Context LLM Benchmarks 2026: RULER, Effective Context, and the Lost-in-the-Middle Problem
  • RAG Evaluation Architecture: Faithfulness, Context Precision, and RAGAS-Style Metrics (2026)
  • Industrial World Models: How Physical AI Is Reshaping Factory Autonomy in 2026
  • FMI 3.0 Co-Simulation with FMPy: A Hands-On Digital Twin Tutorial (2026)
  • FMI 3.0 Co-Simulation with FMPy: A Hands-On Digital Twin Tutorial (2026)
  • Isaac Sim vs Gazebo vs MuJoCo: Choosing a Robot Simulator in 2026
  • Module Type Package (MTP) Reference Architecture for Modular Process Automation (2026)
  • Qwen3.6 Explained: Hybrid MoE Architecture, 1M Context, and Benchmarks
  • Kubernetes Multi-Tenancy Architecture: Namespaces, vCluster, and Hard Isolation
  • Qualcomm Buys Modular: The CUDA Moat and the Portable AI Compiler Play
  • How Superconductors Actually Work (and Why They Levitate)
  • Quantum Error Correction Explained: Surface Codes and the Path to Fault Tolerance
  • AML with Graph Neural Networks: Detecting Laundering Rings and Synthetic Identity
  • MPC Wallet Custody Architecture: Threshold Signatures and Key Sharding (2026)
  • Internal Developer Platform Comparison: Backstage vs Port vs Cortex (2026)
  • AIOps Incident Response Architecture: Agentic SRE and Alert Correlation (2026)
  • Feature Store Architecture: Online/Offline Parity and Point-in-Time Correctness
  • Confidential AI Inference: TEEs and GPU Confidential Computing (2026)
  • W3C Web of Things (WoT) Reference Architecture for Industrial IoT (2026)
  • Llama 4 Explained: Scout, Maverick, and Behemoth (MoE)
  • How MRI Actually Works: The Physics of Magnetic Resonance
  • Optogenetics: Engineering Light-Controlled Neurons
  • Micron’s AI Memory Supercycle: Why HBM Is the Bottleneck
  • Vector Database Benchmarks 2026: Pinecone, Weaviate, Qdrant
  • Low-Latency Market Data Feed Handler: Engineering Guide
  • NVIDIA Jetson + K3s: Edge AI Cluster Tutorial (2026)
  • SCADA vs OPC vs IoT Platform vs Data Historian (2026)
  • IoT in Clinical Trials: Architecture for Efficiency
  • RWA Tokenization Architecture: Issuance to Settlement
  • Confidential Containers on Kubernetes: A 2026 Guide
  • Multi-Region Active-Active Database Architecture (2026)

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