TensorRT-LLM vs llama.cpp on Jetson: Throughput, VRAM & Setup (2026) Posted by By MPRAUTO MPRAUTO August 13, 2026Posted inAI1 Comment TensorRT-LLM vs llama.cpp benchmarked on NVIDIA Jetson in 2026: tokens/sec, VRAM footprint, quantization support, and setup pain compared.
INT4 vs INT8 vs FP8 on Edge NPUs: The 2026 Quantization Trade-off Posted by By MPRAUTO MPRAUTO August 13, 2026Posted inAINo Comments INT4, INT8, and FP8 quantization compared on edge NPUs in 2026: accuracy loss, latency, and memory trade-offs for vision and LLM workloads.
Sparkplug B vs Plain MQTT Topics: Do You Actually Need Sparkplug? (2026) Posted by By MPRAUTO MPRAUTO August 13, 2026Posted iniiotNo Comments Sparkplug B 3.0 vs plain MQTT topic design in 2026: a decision guide on when the extra schema, state, and tooling actually pay off.
PROFINET vs EtherCAT vs OPC UA FX+TSN: The 2026 Deterministic Ethernet Decision Posted by By MPRAUTO MPRAUTO August 13, 2026Posted iniiotNo Comments PROFINET, EtherCAT, and OPC UA FX over TSN compared for 2026 deterministic industrial networks: cycle times, convergence, and migration cost.
K3s at the Edge: A Production Kubernetes Guide for 2026 Posted by By MPRAUTO MPRAUTO August 13, 2026Posted inKubernetesNo Comments K3s at the edge in 2026: production-hardened deployment patterns, HA datastore choices, and lessons from real IIoT rollouts.
ArgoCD vs Flux for GitOps at Scale: An Architecture Decision Record Posted by By MPRAUTO MPRAUTO August 13, 2026Posted inKubernetesNo Comments ArgoCD vs Flux GitOps decision record for 2026: multi-tenancy, progressive delivery, and which to pick for platform teams at scale.
Agentic RAG Architecture Patterns: When Plain RAG Is Not Enough Posted by By MPRAUTO MPRAUTO August 13, 2026Posted inAINo Comments Agentic RAG architecture patterns for 2026: planner-executor retrieval loops, tool-augmented search, and when plain RAG breaks down.
OPC UA vs MQTT Sparkplug B: The Industrial Connectivity Decision (2026) Posted by By MPRAUTO MPRAUTO August 13, 2026Posted iniiotNo Comments OPC UA vs MQTT Sparkplug B compared for 2026 industrial connectivity: semantic modeling, state management, and when to run both together.
Unified Namespace (UNS) Reference Architecture for Industrial IoT in 2026 Posted by By MPRAUTO MPRAUTO August 13, 2026Posted iniiotNo Comments The Unified Namespace reference architecture for industrial IoT in 2026: MQTT Sparkplug B backbone, ISA-95 mapping, and rollout patterns.
Ollama vs LM Studio vs Jan (2026): Local LLM Runner Compared Posted by By MPRAUTO MPRAUTO August 6, 2026Posted inTechNo Comments Ollama vs LM Studio vs Jan for running local LLMs in 2026: backends, model formats, OpenAI-compatible APIs, GPU support, privacy and developer workflow. Decision guide.