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Posts by MPRAUTO MPRAUTO

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About MPRAUTO MPRAUTO
RAG Chunking Strategies: Fixed-Size, Semantic, Late Chunking, BM25 Hybrid Search and Reranking (2026)

RAG Chunking Strategies: Fixed-Size, Semantic, Late Chunking, BM25 Hybrid Search and Reranking (2026)

Posted by By MPRAUTO MPRAUTO October 22, 2026Posted inAINo Comments
RAG Chunking: Fixed-Size, Semantic, Late Chunking, BM25 Hybrid Search and Reranking (2026) Most retrieval-augmented generation failures that get blamed on the language model are really retrieval failures, and most retrieval…
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DSPy and Programmatic Prompt Optimization: Signatures, Modules, MIPROv2 and GEPA (2026)

DSPy and Programmatic Prompt Optimization: Signatures, Modules, MIPROv2 and GEPA (2026)

Posted by By MPRAUTO MPRAUTO October 22, 2026Posted inAINo Comments
DSPy and Programmatic Prompt Optimization: Signatures, Modules, MIPROv2 and GEPA (2026) Most production LLM applications run on prompts that one engineer tuned by hand against a dozen examples, then froze.…
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Semantic Caching for LLM Applications: Embedding Similarity, Prompt Caching and Cost-Latency Trade-offs (2026)

Semantic Caching for LLM Applications: Embedding Similarity, Prompt Caching and Cost-Latency Trade-offs (2026)

Posted by By MPRAUTO MPRAUTO October 22, 2026Posted inAINo Comments
Semantic Caching for LLM Applications: Embedding Similarity, Prompt Caching and Cost-Latency Trade-offs (2026) Most teams that add a cache in front of a large language model (LLM) discover the same…
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Constrained-Device Security: CoAP, DTLS 1.3, OSCORE and EDHOC Compared (2026)

Constrained-Device Security: CoAP, DTLS 1.3, OSCORE and EDHOC Compared (2026)

Posted by By MPRAUTO MPRAUTO October 21, 2026Posted iniot1 Comment
OSCORE, EDHOC and DTLS 1.3: CoAP Security for Constrained Devices (2026) Most teams secure a CoAP deployment by wrapping it in DTLS and moving on. That works until the first…
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OPC UA Security: Certificates, Security Policies, User Authentication and Global Discovery Server (2026)

OPC UA Security: Certificates, Security Policies, User Authentication and Global Discovery Server (2026)

Posted by By MPRAUTO MPRAUTO October 21, 2026Posted iniotNo Comments
OPC UA Security: Certificates, Policies, User Auth and GDS (2026) Walk a brownfield plant and ask how its OPC UA servers are secured. You will often hear "we use certificates",…
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Model Predictive Control with Digital Twins: Constraints, Horizons and Real-Time Optimization (2026)

Model Predictive Control with Digital Twins: Constraints, Horizons and Real-Time Optimization (2026)

Posted by By MPRAUTO MPRAUTO October 21, 2026Posted iniot2 Comments
Model Predictive Control with Digital Twins: Constraints, Horizons and Real-Time Optimization (2026) A PID loop reacts to the error it has already made. It knows nothing about the valve that…
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PID Controller Tuning for Industrial Loops: Ziegler-Nichols, Anti-Windup and Cascade Control (2026)

PID Controller Tuning for Industrial Loops: Ziegler-Nichols, Anti-Windup and Cascade Control (2026)

Posted by By MPRAUTO MPRAUTO October 21, 2026Posted iniot1 Comment
PID Controller Tuning for Industrial Loops: Ziegler-Nichols, Anti-Windup and Cascade Control (2026) A PID controller is three lines of arithmetic, and yet a large share of the control loops running…
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Securities Settlement Architecture: T+1, CCP Novation, CSDs and DTC/NSCC Clearing (2026)

Securities Settlement Architecture: T+1, CCP Novation, CSDs and DTC/NSCC Clearing (2026)

Posted by By MPRAUTO MPRAUTO October 21, 2026Posted inTech1 Comment
Securities Settlement: T+1, CCP Novation and CSD Architecture (2026) A stock trade feels instant. You press buy, the price prints, and the position appears in your account. Yet in the…
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AML Transaction Monitoring Architecture: Rules vs ML, Alert Triage and SAR Filing (2026)

AML Transaction Monitoring Architecture: Rules vs ML, Alert Triage and SAR Filing (2026)

Posted by By MPRAUTO MPRAUTO October 21, 2026Posted inTechNo Comments
Transaction Monitoring Architecture: Rules, ML, Triage and SAR Filing (2026) Systems and architecture analysis only. This is not legal, compliance or financial advice; consult your compliance officer and counsel for…
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DNS Architecture: Anycast, GeoDNS and Global Server Load Balancing with Failover and TTL Strategy (2026)

DNS Architecture: Anycast, GeoDNS and Global Server Load Balancing with Failover and TTL Strategy (2026)

Posted by By MPRAUTO MPRAUTO October 21, 2026Posted inDevelopment1 Comment
Anycast DNS, GeoDNS and GSLB: Failover and TTL Strategy (2026) Most teams believe their DNS failover takes as long as the TTL they typed into the zone file. Set 60…
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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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