MPR CB, Author at IoT Digital Twin PLM

RAG Latency Budget: Optimizing Retrieval, Reranking and Streaming for Production (2026)

By MPRAUTO MPRAUTO October 14, 2026AINo Comments

RAG Latency: Optimizing Retrieval, Reranking and Streaming for Production (2026) Most retrieval-augmented generation demos feel fast because they run against ten documents, one user and a warm laptop. Production feels…

SBOM and VEX: CycloneDX vs SPDX for Software Supply Chain Vulnerability Triage (2026)

By MPRAUTO MPRAUTO October 14, 2026SecurityNo Comments

SBOM and VEX: CycloneDX vs SPDX for Software Supply Chain Vulnerability Triage (2026) A scanner reports 412 vulnerabilities in a container image. Your security team has two engineers and a…

Kafka Exactly-Once Semantics: Idempotent Producers, Transactions and Their Limits (2026)

By MPRAUTO MPRAUTO October 14, 2026DevelopmentNo Comments

Kafka Exactly-Once Semantics: Idempotent Producers, Transactions and Their Limits (2026) "Exactly once" is the most abused phrase in distributed systems. In a lossy network, a sender that does not hear…

Raft vs Paxos: Leader Election, Log Replication and Consensus Failure Modes (2026)

By MPRAUTO MPRAUTO October 14, 2026DevelopmentNo Comments

Raft Consensus vs Paxos: Leader Election, Log Replication and Failure Modes (2026) Every Kubernetes cluster you have ever run depends on a handful of small processes agreeing, thousands of times…

LSM-Trees and RocksDB: Compaction, Write Amplification and Tuning (2026)

By MPRAUTO MPRAUTO October 14, 2026DevelopmentNo Comments

LSM Tree Internals: RocksDB Compaction, Write Amplification and Tuning (2026) Most engineers meet the LSM tree the hard way: a service that ran smoothly for months suddenly shows a p99…

Saga Pattern: Orchestration vs Choreography and Compensating Transactions (2026)

By MPRAUTO MPRAUTO October 14, 2026DevelopmentNo Comments

Saga Pattern: Orchestration vs Choreography and Compensating Transactions (2026) Every microservice migration eventually collides with the same sentence from a product manager: "when the customer books the trip, either everything…

Neural Operators (FNO, DeepONet) vs PINNs for Engineering Surrogate Models (2026)

By MPRAUTO MPRAUTO October 14, 2026AINo Comments

Neural Operators vs PINN: FNO and DeepONet as Engineering Surrogate Models (2026) Most engineers meet physics-informed neural networks first, because the pitch is irresistible: write the governing equation into the…

Digital Twin Maturity Model: Fidelity Levels, ROI and a Practical Framework (2026)

By MPRAUTO MPRAUTO October 14, 2026Digital Twin1 Comment

Digital Twin Maturity Model: Fidelity Levels, ROI and a Practical Framework (2026) Most organisations that say they have a digital twin have a dashboard. Some have a very good dashboard,…

Software-Defined Vehicle: AUTOSAR Classic vs Adaptive Architecture (2026)

By MPRAUTO MPRAUTO October 14, 2026iotNo Comments

Software-Defined Vehicle: AUTOSAR Classic vs Adaptive Architecture (2026) A modern premium car can contain well over a hundred electronic control units, each with its own firmware, its own supplier and…

Battery Management System (BMS) Architecture: SoC, SoH Estimation and Digital Twins (2026)

By MPRAUTO MPRAUTO October 14, 2026iotNo Comments

Battery Management System (BMS) Architecture: SoC, SoH Estimation and Digital Twins (2026) A lithium-ion pack has no fuel gauge. Nothing in it measures "how much energy is left" or "how…

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)

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