https://muhammadamal.my.id/tags/edge-ai/ Recent content in Edge-Ai on Hi, I'm Muhammad Amal Hugo en-us Wed, 30 Apr 2025 09:00:00 +0700 https://muhammadamal.my.id/blog/observability-edge-fleets-at-scale-patterns-that-work/ Wed, 30 Apr 2025 09:00:00 +0700 https://muhammadamal.my.id/blog/observability-edge-fleets-at-scale-patterns-that-work/ Production observability for edge fleets. OpenTelemetry Collector at the edge, local aggregation, smart sampling, and alerts that survive WAN outages. https://muhammadamal.my.id/blog/deploying-models-tflite-micro-constrained-devices/ Mon, 28 Apr 2025 09:00:00 +0700 https://muhammadamal.my.id/blog/deploying-models-tflite-micro-constrained-devices/ Deploy real models on microcontrollers with TFLite Micro. Conversion, quantization, arena sizing, custom ops, and a working keyword-spotter on a Cortex-M4. https://muhammadamal.my.id/blog/bridging-opc-ua-modbus-mqtt-go-step-by-step/ Wed, 23 Apr 2025 09:00:00 +0700 https://muhammadamal.my.id/blog/bridging-opc-ua-modbus-mqtt-go-step-by-step/ A Go bridge from OPC UA and Modbus to MQTT 5. Subscriptions, polling, normalization, security, and the gotchas that come with legacy PLCs. https://muhammadamal.my.id/blog/streaming-inference-pipelines-kafka-go-production-walkthrough/ Mon, 21 Apr 2025 09:00:00 +0700 https://muhammadamal.my.id/blog/streaming-inference-pipelines-kafka-go-production-walkthrough/ Production streaming inference with Kafka 3.9 and Go 1.24. Partitioning strategies, exactly-once, dynamic batching for GPU inference, and DLQs you can replay. https://muhammadamal.my.id/blog/onnx-runtime-edge-devices-comprehensive-tutorial/ Wed, 16 Apr 2025 09:00:00 +0700 https://muhammadamal.my.id/blog/onnx-runtime-edge-devices-comprehensive-tutorial/ Practical ONNX Runtime 1.20 on edge devices. Execution providers, quantization, threading, memory arenas, and a benchmark harness in Go and Python. https://muhammadamal.my.id/blog/advanced-mqtt-clustering-emqx-5-8-production-guide/ Mon, 14 Apr 2025 09:00:00 +0700 https://muhammadamal.my.id/blog/advanced-mqtt-clustering-emqx-5-8-production-guide/ Clustering EMQX 5.8 in production. Mria architecture, persistent sessions, shared subscriptions, and rolling upgrades without dropping clients. https://muhammadamal.my.id/blog/real-time-telemetry-processing-go-1-24-tutorial/ Wed, 09 Apr 2025 09:00:00 +0700 https://muhammadamal.my.id/blog/real-time-telemetry-processing-go-1-24-tutorial/ A practical Go 1.24 telemetry pipeline. Channels with backpressure, the new map internals, generic ring buffers, and a sliding window aggregator that holds up under load. https://muhammadamal.my.id/blog/edge-ai-hardware-april-2025-jetson-coral-raspberry-pi-5-ai-hat/ Mon, 07 Apr 2025 09:00:00 +0700 https://muhammadamal.my.id/blog/edge-ai-hardware-april-2025-jetson-coral-raspberry-pi-5-ai-hat/ What edge AI hardware looks like in April 2025. Jetson Orin Nano Super, Coral Edge TPU, Raspberry Pi 5 AI Hat. Picking, provisioning, and benchmarking each one. https://muhammadamal.my.id/blog/edge-ai-tflite-onnx-2024/ Mon, 12 Aug 2024 09:00:00 +0700 https://muhammadamal.my.id/blog/edge-ai-tflite-onnx-2024/ Running ML on industrial gateways with TFLite 2.16 and ONNX Runtime 1.18 in 2024.