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Posts by MPRAUTO MPRAUTO

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About MPRAUTO MPRAUTO
AlphaFold 3 and Protein Structure Prediction Explained

AlphaFold 3 and Protein Structure Prediction Explained

Posted by By MPRAUTO MPRAUTO May 24, 2026Posted inScienceNo Comments
AlphaFold 3 explained — how the diffusion-based model predicts protein, DNA, and ligand structures, why it matters, and its real limitations.
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How Lithium-Ion Batteries Work (and Why They Catch Fire)

How Lithium-Ion Batteries Work (and Why They Catch Fire)

Posted by By MPRAUTO MPRAUTO May 24, 2026Posted inScienceNo Comments
How lithium-ion batteries work, explained — ions, cathodes, anodes, the SEI layer, and the chemistry of thermal runaway that makes them catch fire.
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Asset Administration Shell: Reference Architecture (2026)

Asset Administration Shell: Reference Architecture (2026)

Posted by By MPRAUTO MPRAUTO May 24, 2026Posted inDigital TwinNo Comments
Asset Administration Shell architecture for Industry 4.0 — AAS submodels, IEC 63278, type vs instance, repositories, and a deployment reference.
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LLM Agent Memory Architecture for Production (2026)

LLM Agent Memory Architecture for Production (2026)

Posted by By MPRAUTO MPRAUTO May 24, 2026Posted inAINo Comments
LLM agent memory architecture for production — short-term, long-term, and episodic memory patterns, retrieval, decay, and where they break.
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LLM Evaluation Pipelines: LLM-as-Judge Done Right (2026)

LLM Evaluation Pipelines: LLM-as-Judge Done Right (2026)

Posted by By MPRAUTO MPRAUTO May 24, 2026Posted inAI1 Comment
Build an LLM evaluation pipeline that you can trust — golden sets, LLM-as-judge pitfalls, calibration, drift detection, and a reference workflow.
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Why Hyperscalers Build Custom AI Chips (2026 Analysis)

Why Hyperscalers Build Custom AI Chips (2026 Analysis)

Posted by By MPRAUTO MPRAUTO May 20, 2026Posted inTechNo Comments
Why hyperscalers build custom AI chips — the economics of TPU, Trainium, and Maia, the NVIDIA tax, and what in-house silicon means for buyers.
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Order Management System Architecture for Trading (2026)

Order Management System Architecture for Trading (2026)

Posted by By MPRAUTO MPRAUTO May 20, 2026Posted inTechNo Comments
Order management system architecture for trading — event-sourced state, FIX gateways, risk checks, and idempotent execution, as a system design.
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Humanoid Robots in Manufacturing: Reality vs Hype (2026)

Humanoid Robots in Manufacturing: Reality vs Hype (2026)

Posted by By MPRAUTO MPRAUTO May 20, 2026Posted inTechNo Comments
Humanoid robots in manufacturing, 2026 — where they actually work, the VLA-model stack, integration cost, ROI math, and an honest hype check.
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Eclipse Ditto Digital Twin: Hands-On Tutorial (2026)

Eclipse Ditto Digital Twin: Hands-On Tutorial (2026)

Posted by By MPRAUTO MPRAUTO May 20, 2026Posted inDigital Twin1 Comment
Hands-on Eclipse Ditto digital twin tutorial — model a Thing, wire MQTT connectivity, query the twin, and expose a live API with working code.
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ROS 2 DDS vs Zenoh: Robotics Middleware Compared (2026)

ROS 2 DDS vs Zenoh: Robotics Middleware Compared (2026)

Posted by By MPRAUTO MPRAUTO May 20, 2026Posted inTech1 Comment
ROS 2 DDS vs Zenoh compared for robotics middleware in 2026 — discovery, latency, WAN behavior, fleet scaling, and a clear decision matrix.
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Posts pagination

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  • OpenTelemetry GenAI Semantic Conventions: Tracing LLM Calls, Agents, Tokens and Cost (2026)
  • ROS 2 QoS Profiles and DDS Tuning: Reliability, Durability, Deadline and Lifespan over Lossy Wi-Fi (2026)
  • Apache Arrow Flight SQL for High-Throughput Telemetry: Columnar Zero-Copy vs gRPC vs MQTT (2026)
  • ChirpStack LoRaWAN Network Server Architecture: Gateway Bridge, ADR, Multicast and FUOTA (Self-Hosted, 2026)
  • CBOR vs Protobuf vs MessagePack vs FlatBuffers: Encoding IoT Payloads on Constrained Devices (nanopb, CDDL, COSE) (2026)
  • Kubernetes In-Place Pod Resize: Vertical Scaling Without Restarts, VPA, cgroups and QoS (2026)
  • Model Cards, Datasheets and ML-BOM (CycloneDX): AI Supply-Chain Provenance and EU AI Act Documentation (2026)
  • RAG Retrieval Evaluation: Recall@k, nDCG, MRR, Golden Sets and RAGAS in a CI Pipeline (2026)
  • 800V DC Power for AI Data Centers: Solid-State Transformers, Rack Architecture and Efficiency Math (2026)
  • Vehicle Signal Specification (VSS) and Eclipse Kuksa: Software-Defined Vehicle Data Layer Architecture (2026)
  • Rust Embedded for IoT Firmware: Embassy Async vs Zephyr vs FreeRTOS on Cortex-M (2026)
  • WebGPU In-Browser LLM Inference: WebLLM, WGSL Kernels, VRAM Limits and When It Beats WASM (2026)
  • LLM Gateways Compared: LiteLLM vs Portkey vs Kong AI Gateway vs Cloudflare AI Gateway (2026)
  • Managed Kubernetes in 2026: EKS vs GKE vs AKS on Networking, Upgrades, Autoscaling and Cost
  • Co-Simulation Master Algorithms: Jacobi vs Gauss-Seidel, SSP and Algebraic Loops for Digital Twins (2026)
  • SROS2: ROS 2 Security with DDS-Security, Enclaves, Certificates and Access Control Policies (2026)
  • SLH-DSA vs ML-DSA vs FN-DSA: Post-Quantum Firmware Signing and Secure Boot for IoT (2026)
  • A/B Testing for ML Systems: CUPED, Sequential Testing, Interleaving and Contextual Bandits (2026)
  • Vitess vs Citus vs CockroachDB: Horizontal Sharding Architecture for MySQL and PostgreSQL (2026)
  • Distributed Locks, Leases and Fencing Tokens: Redlock Critique and etcd/ZooKeeper Correctness (2026)
  • Confidential VMs: Intel TDX vs AMD SEV-SNP vs Arm CCA and Remote Attestation Architecture (2026)
  • GPU Sharing on Kubernetes: NVIDIA MIG vs MPS vs Time-Slicing vs vGPU for Multi-Tenant Inference (2026)
  • LLM Prefix Caching: RadixAttention vs vLLM Automatic Prefix Caching and KV Cache Reuse (2026)
  • Requirements Management in PLM: ReqIF, DOORS vs Jama vs Polarion and End-to-End Traceability (2026)
  • Large-Scale Digital Twin Visualization: 3D Tiles, Cesium, Point Cloud Streaming and LOD Architecture (2026)
  • TSN Time-Aware Shaper (IEEE 802.1Qbv): Gate Control List Scheduling for Deterministic Industrial Ethernet (2026)
  • ISA-88 Batch Control: Recipe Management, the Physical and Procedural Models, and MES/Digital Twin Integration (2026)
  • Kubernetes Default-Deny Network Policy: Microsegmentation Rollout with Cilium vs Calico (2026)
  • Spot and Preemptible Instance Architecture: Interruption-Tolerant Kubernetes, GPU Training and Checkpointing (2026)
  • Multi-LoRA Serving Architecture: Serving Hundreds of Fine-Tuned Adapters on One GPU with vLLM and S-LoRA (2026)
  • Offline Batch LLM Inference Architecture: Provider Batch APIs vs Self-Hosted vLLM on Cost and Throughput (2026)
  • Semantic Layer for LLM Analytics: MetricFlow vs Cube, Governed Metrics and Text-to-SQL That Does Not Lie (2026)
  • Marketplace Payments Architecture: Split Payments, Payouts, Escrow and KYB for Connected Accounts (2026)
  • Portfolio Optimization Engine: Mean-Variance, Black-Litterman, Risk Parity and Covariance Shrinkage (2026)
  • Yield Curve Construction Engine: Bootstrapping OIS/SOFR Curves, Interpolation and Real-Time Risk (2026)
  • Genesis vs MuJoCo Playground vs Isaac Lab: GPU Robot Simulation for Sim-to-Real (2026)
  • NERC CIP and IEC 62443 Mapping: OT Security Compliance for Electric Utilities (2026)
  • IFC 4.3 and openBIM for Digital Twins: Connecting BIM Models to Live IoT Data (2026)
  • Koopman Operator and SINDy for Digital Twins: Data-Driven System Identification (2026)

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