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Posts by MPRAUTO MPRAUTO

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About MPRAUTO MPRAUTO
Reduced-Order and Surrogate Models for Real-Time Digital Twins: POD, PINNs and Neural Operators

Reduced-Order and Surrogate Models for Real-Time Digital Twins: POD, PINNs and Neural Operators

Posted by By MPRAUTO MPRAUTO October 10, 2026Posted iniiotNo Comments
Reduced-order and surrogate models for digital twins explained: proper orthogonal decomposition, PINNs, neural operators, Gaussian processes.
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ISO 8583 vs ISO 20022: Card Messaging, Payment Message Formats and Why Both Still Run

ISO 8583 vs ISO 20022: Card Messaging, Payment Message Formats and Why Both Still Run

Posted by By MPRAUTO MPRAUTO October 10, 2026Posted inTechNo Comments
ISO 8583 vs ISO 20022 explained: bitmaps, data elements, authorization vs clearing, XML message families, field mapping challenges and how card and bank.
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FAPI 2.0 Security Profile: OAuth 2.0 Hardening for Open Banking with PAR, DPoP and mTLS

FAPI 2.0 Security Profile: OAuth 2.0 Hardening for Open Banking with PAR, DPoP and mTLS

Posted by By MPRAUTO MPRAUTO October 10, 2026Posted inTechNo Comments
FAPI 2.0 explained: the OpenID Foundation security profile for open banking, PAR, PKCE, DPoP and mTLS sender-constrained tokens, JAR/JARM, attack models.
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Kubernetes Graceful Shutdown and PodDisruptionBudgets: Why Rollouts Still Drop Requests

Kubernetes Graceful Shutdown and PodDisruptionBudgets: Why Rollouts Still Drop Requests

Posted by By MPRAUTO MPRAUTO October 10, 2026Posted inKubernetesNo Comments
Kubernetes graceful shutdown explained: SIGTERM, preStop hooks, endpoint propagation races, terminationGracePeriod, PodDisruptionBudgets and readiness.
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Feature Flag Architecture: OpenFeature, Targeting Rules and Progressive Delivery at Scale

Feature Flag Architecture: OpenFeature, Targeting Rules and Progressive Delivery at Scale

Posted by By MPRAUTO MPRAUTO October 10, 2026Posted inTechNo Comments
Feature flag architecture explained: OpenFeature, flag evaluation models, targeting and bucketing, kill switches, flag debt and progressive delivery, with.
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TinyML on Microcontrollers: TensorFlow Lite Micro, INT8 Quantization and CMSIS-NN Inference

TinyML on Microcontrollers: TensorFlow Lite Micro, INT8 Quantization and CMSIS-NN Inference

Posted by By MPRAUTO MPRAUTO October 10, 2026Posted inAINo Comments
TinyML explained: running neural networks on microcontrollers with TensorFlow Lite Micro, INT8 quantization, CMSIS-NN kernels, memory budgeting and.
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Filtered Vector Search: Pre-Filtering, Post-Filtering and HNSW Metadata Filters That Do Not Break Recall

Filtered Vector Search: Pre-Filtering, Post-Filtering and HNSW Metadata Filters That Do Not Break Recall

Posted by By MPRAUTO MPRAUTO October 10, 2026Posted inAI1 Comment
Filtered vector search explained: pre- vs post-filtering, HNSW graph connectivity under filters, ACORN, partitioning and selectivity-aware query planning.
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Constrained Decoding for LLMs: Grammar-Guided Generation with XGrammar, Outlines and llguidance

Constrained Decoding for LLMs: Grammar-Guided Generation with XGrammar, Outlines and llguidance

Posted by By MPRAUTO MPRAUTO October 10, 2026Posted inAINo Comments
Constrained decoding for LLMs explained: token masking, finite-state machines, pushdown grammars, XGrammar, Outlines and llguidance, with overhead.
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Event Sourcing and Bitemporal Data for Financial Audit Trails

Event Sourcing and Bitemporal Data for Financial Audit Trails

Posted by By MPRAUTO MPRAUTO October 9, 2026Posted inTech1 Comment
Event sourcing and bitemporal modeling for financial systems explained: immutable event logs, CQRS projections, valid time vs transaction time.
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PgBouncer vs PgCat vs RDS Proxy: PostgreSQL Connection Pooling Internals and Pitfalls

PgBouncer vs PgCat vs RDS Proxy: PostgreSQL Connection Pooling Internals and Pitfalls

Posted by By MPRAUTO MPRAUTO October 9, 2026Posted inTechNo Comments
PgBouncer vs PgCat vs RDS Proxy compared: Postgres connection cost, session vs transaction pooling, prepared statements, pinning, sizing formulas and a.
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Posts pagination

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  • Retries, Backoff with Jitter, Circuit Breakers and Retry Budgets: Resilience Patterns (2026)
  • SOME/IP and Automotive Ethernet: Service-Oriented Architecture for the Software-Defined Vehicle (2026)
  • DNP3 Protocol Deep Dive: Link, Transport and Application Layers, Secure Authentication and SCADA Utilities (2026)
  • OAuth 2.1, PKCE, OIDC and JWT Validation Pitfalls: A Token Security Guide (2026)
  • Interchange Fees and Least-Cost Routing: Card Payment Cost Architecture (2026)
  • Payment Retries and Dunning: Smart Retry Architecture for Recovering Failed Card Payments (2026)
  • Browser Agents Architecture: DOM, Accessibility Tree vs Vision, and Playwright MCP (2026)
  • Mechanistic Interpretability: Sparse Autoencoders, Features and Circuits in LLMs (2026)
  • Distributed Training Parallelism: Data, Tensor, Pipeline, FSDP/ZeRO and NCCL Collectives (2026)
  • Probabilistic Data Structures: Bloom Filters, HyperLogLog, Count-Min Sketch and Cuckoo Filters (2026)
  • Load Balancing Algorithms: Power of Two Choices, Maglev and L4 vs L7 (2026)
  • MVCC and Transaction Isolation Levels: Snapshot Isolation, Write Skew and SSI (2026)
  • Agentic Digital Twins: AI-Driven Twins in 2026
  • OpenPLC v3 + Modbus TCP: Open-Source PLC Architecture
  • LLMs on Jetson Orin Benchmarked (2026): tok/s & VRAM
  • Claude Skills Architecture: Dynamic Capability Injection for LLM Agents
  • PROFIBUS Protocol: The Complete Technical Guide to Process and Factory Fieldbus
  • Database Sharding Strategies: Consistent Hashing, Rendezvous Hashing and Online Resharding (2026)
  • TLS 1.3 for Constrained IoT Devices: Handshake, 0-RTT, mTLS and Performance Costs (2026)
  • Hybrid Logical Clocks vs Vector Clocks: Event Ordering for Distributed IoT and Edge (2026)
  • Card Issuing Architecture: Processors, BIN Sponsors, JIT Funding and Authorization Flow (2026)
  • Core Banking Modernization: Strangler Fig, Event-Driven Cores and Migration Risk (2026)
  • Spot GPU Training: Checkpointing, Preemption Handling and Fault-Tolerant LLM Jobs (2026)
  • RAG Latency Budget: Optimizing Retrieval, Reranking and Streaming for Production (2026)
  • SBOM and VEX: CycloneDX vs SPDX for Software Supply Chain Vulnerability Triage (2026)
  • Kafka Exactly-Once Semantics: Idempotent Producers, Transactions and Their Limits (2026)
  • Raft vs Paxos: Leader Election, Log Replication and Consensus Failure Modes (2026)
  • LSM-Trees and RocksDB: Compaction, Write Amplification and Tuning (2026)
  • Saga Pattern: Orchestration vs Choreography and Compensating Transactions (2026)
  • Neural Operators (FNO, DeepONet) vs PINNs for Engineering Surrogate Models (2026)
  • Digital Twin Maturity Model: Fidelity Levels, ROI and a Practical Framework (2026)
  • Software-Defined Vehicle: AUTOSAR Classic vs Adaptive Architecture (2026)
  • Battery Management System (BMS) Architecture: SoC, SoH Estimation and Digital Twins (2026)
  • Project Haystack vs Brick Schema vs RealEstateCore for Building Digital Twins (2026)
  • umati vs MTConnect vs OPC UA for Machine Tools (2026)
  • OCPP 2.0.1 vs OCPP 1.6 vs ISO 15118: EV Charging Architecture (2026)
  • Vibration Analysis for Condition Monitoring: ISO 20816, FFT and ML Pipelines (2026)
  • Kubernetes Dynamic Resource Allocation (DRA) for GPU Scheduling Explained (2026)
  • Serverless Cold Starts: Lambda SnapStart vs Cloudflare Workers vs Cloud Run (2026)

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