https://www.youngju.dev/blog 천천히 올바르게. AI Researcher & DevOps Engineer Youngju's tech blog. GPU/CUDA, LLM, MLOps, Kubernetes AI workloads, distributed training, and data engineering. ko fjvbn2003@gmail.com (Youngju Kim) fjvbn2003@gmail.com (Youngju Kim) Sat, 16 May 2026 00:00:00 GMT https://www.youngju.dev/blog/culture/2026-05-16-edge-ai-tinyml-2026-litert-executorch-edge-impulse-jetson-coral-hailo-sipeed-k230-llama-cpp-deep-dive.en https://www.youngju.dev/blog/culture/2026-05-16-edge-ai-tinyml-2026-litert-executorch-edge-impulse-jetson-coral-hailo-sipeed-k230-llama-cpp-deep-dive.en A full-stack map of the 2026 Edge AI / TinyML ecosystem — the dual standard formed after TFLite Micro was rebranded as LiteRT and ExecuTorch reached GA, the TinyML cloud workflow created by Edge Impulse, the accelerator showdown between NVIDIA Jetson Orin Nano/NX/Thor/AGX and Coral Dev Board, the rise of Israeli Hailo-15/8 and Chinese Sipeed K230 (RISC-V + NPU), the SBC standardization of Rockchip RK3588, MaixPy / Arduino Nano 33 BLE Sense / Seeed Wio AI, MicroPython for ML, and on-phone MLC LLM / llama.cpp / Whisper.cpp / GGUF — covering Phi-3/3.5/4, Gemma 2/3, Llama 3.2 1B/3B — and how IoT / mobile / automotive engineers should pick tools in the age of Always-on AI, including case studies from Korea (ETRI / Samsung / LG) and Japan (Sony AI / NTT). Sat, 16 May 2026 00:00:00 GMT fjvbn2003@gmail.com (Youngju Kim) edge-aitinymltflite-microlitertexecutorchedge-impulsejetson-orincoral-dev-boardhailosipeed-k230rockchip-rk3588maixpymicropython-mlonnx-runtime-mobilecore-mltensorrtapache-tvmmlc-llmwhisper-cppllama-cppggufphi-3phi-4gemmallama-3-22026deep-diveenglish https://www.youngju.dev/blog/culture/2026-05-16-edge-ai-tinyml-2026-litert-executorch-edge-impulse-jetson-coral-hailo-sipeed-k230-llama-cpp-deep-dive.ja https://www.youngju.dev/blog/culture/2026-05-16-edge-ai-tinyml-2026-litert-executorch-edge-impulse-jetson-coral-hailo-sipeed-k230-llama-cpp-deep-dive.ja 2026 年のエッジ AI / TinyML エコシステムをフルスタックで俯瞰 — TFLite Micro が LiteRT へリブランドされ ExecuTorch が GA となって形成された二大標準、Edge Impulse が築いた TinyML クラウドワークフロー、NVIDIA Jetson Orin Nano/NX/Thor/AGX と Coral Dev Board のアクセラレータ対決、イスラエルの Hailo-15/8 と中国の Sipeed K230(RISC-V+NPU)の台頭、Rockchip RK3588 の SBC 標準化、MaixPy / Arduino Nano 33 BLE Sense / Seeed Wio AI、ML 向け MicroPython、そしてスマホ上で動く MLC LLM / llama.cpp / Whisper.cpp / GGUF — Phi-3/3.5/4、Gemma 2/3、Llama 3.2 1B/3B まで — Always-on AI の時代に IoT / モバイル / 自動車エンジニアがどう道具を選ぶべきかを、韓国(ETRI / Samsung / LG)と日本(Sony AI / NTT)の事例とともにまとめます。 Sat, 16 May 2026 00:00:00 GMT fjvbn2003@gmail.com (Youngju Kim) edge-aitinymltflite-microlitertexecutorchedge-impulsejetson-orincoral-dev-boardhailosipeed-k230rockchip-rk3588maixpymicropython-mlonnx-runtime-mobilecore-mltensorrtapache-tvmmlc-llmwhisper-cppllama-cppggufphi-3phi-4gemmallama-3-22026deep-dive日本語 https://www.youngju.dev/blog/culture/2026-05-16-edge-ai-tinyml-2026-litert-executorch-edge-impulse-jetson-coral-hailo-sipeed-k230-llama-cpp-deep-dive https://www.youngju.dev/blog/culture/2026-05-16-edge-ai-tinyml-2026-litert-executorch-edge-impulse-jetson-coral-hailo-sipeed-k230-llama-cpp-deep-dive 2026년 엣지 AI / TinyML 생태계의 풀스택 지도 — TFLite Micro 가 LiteRT 로 리브랜드된 후 ExecuTorch 가 GA 가 되며 형성된 듀얼 표준, Edge Impulse 가 만든 TinyML 클라우드 워크플로, NVIDIA Jetson Orin Nano/NX/Thor/AGX 와 Coral Dev Board 의 가속기 격돌, 이스라엘 Hailo-15/8 과 중국 Sipeed K230(RISC-V+NPU) 의 부상, Rockchip RK3588 의 SBC 표준화, MaixPy/Arduino Nano 33 BLE Sense/Seeed Wio AI, MicroPython for ML, 그리고 폰 위에서 도는 MLC LLM / llama.cpp / Whisper.cpp / GGUF — Phi-3/3.5/4, Gemma 2/3, Llama 3.2 1B/3B 까지 — Always-on AI 의 시대에 IoT / 모바일 / 자동차 엔지니어가 어떤 도구를 어떻게 골라야 하는지 한국(ETRI/삼성/LG)과 일본(Sony AI/NTT) 사례까지 모두 정리합니다. Sat, 16 May 2026 00:00:00 GMT fjvbn2003@gmail.com (Youngju Kim) edge-aitinymltflite-microlitertexecutorchedge-impulsejetson-orincoral-dev-boardhailosipeed-k230rockchip-rk3588maixpymicropython-mlonnx-runtime-mobilecore-mltensorrtapache-tvmmlc-llmwhisper-cppllama-cppggufphi-3phi-4gemmallama-3-22026deep-dive https://www.youngju.dev/blog/culture/2026-05-16-open-hardware-maker-tech-2026-framework-raspberry-pi-5-pico-2-arduino-r4-esp32-m5stack-jetson-deep-dive.en https://www.youngju.dev/blog/culture/2026-05-16-open-hardware-maker-tech-2026-framework-raspberry-pi-5-pico-2-arduino-r4-esp32-m5stack-jetson-deep-dive.en A complete tour of the 2026 open hardware and maker ecosystem — Framework finishing a Series B with modular laptops, Raspberry Pi completing the lineup with Pi 5 / Pi 500 / Pi AI Kit, the Pico 2 introducing a dual Arm / RISC-V RP2350 architecture, Arduino moving to a Renesas RA4M1 Uno R4 and the industrial Portenta H7, Espressif standardizing on ESP32-S3 and the RISC-V ESP32-C6 with WiFi 6, M5Stack defining the Japanese stackable IoT idiom, Adafruit shipping CircuitPython, SeeedStudio shipping reTerminal and Wio, BeagleBoard and Pine64 carrying the open-hardware spirit, StarFive VisionFive 2 / Milk-V Mars / SiFive HiFive / Banana Pi BPI-F3 making RISC-V SBCs usable, NVIDIA Jetson Orin Nano and Google Coral defining edge AI, Khadas / Radxa / Banana Pi / Orange Pi / NanoPi providing the RK3588 alternative, Anbernic / Retroid / Powkiddy / OrangePi NEO 2 dominating retro handhelds, and Korean / Japanese distribution ecosystems closing the picture — with a final scenario guide for students, learners, IoT developers, edge AI engineers, and retro gamers. Sat, 16 May 2026 00:00:00 GMT fjvbn2003@gmail.com (Youngju Kim) open-hardwaremakerframework-laptopraspberry-pi-5pi-500pi-ai-kitpico-2rp2350arduino-uno-r4portentaesp32-s3esp32-c6m5stackadafruitcircuitpythonseeedstudiobeaglebonepine64risc-vstarfive-visionfivemilk-vsifivejetson-orin-nanocoral-dev-boardkhadasradxabanana-piorange-pinanopi2026deep-diveenglish https://www.youngju.dev/blog/culture/2026-05-16-open-hardware-maker-tech-2026-framework-raspberry-pi-5-pico-2-arduino-r4-esp32-m5stack-jetson-deep-dive.ja https://www.youngju.dev/blog/culture/2026-05-16-open-hardware-maker-tech-2026-framework-raspberry-pi-5-pico-2-arduino-r4-esp32-m5stack-jetson-deep-dive.ja 2026 年のオープンハードウェア & メーカーテック全景 — モジュラーノートで Series B を完了した Framework、Pi 5 / Pi 500 / Pi AI Kit でラインナップを完成させた Raspberry Pi、RP2350 で Arm と RISC-V のデュアルアーキテクチャを採用した Pico 2、ルネサス RA4M1 で刷新された Arduino Uno R4 と産業向け Portenta H7、ESP32-S3 と RISC-V ベース ESP32-C6、日本のスタッカブル IoT を定義した M5Stack、CircuitPython の故郷 Adafruit、reTerminal / Wio の SeeedStudio、オープン精神を継ぐ BeagleBoard / Pine64、StarFive VisionFive 2 / Milk-V Mars / SiFive HiFive のような RISC-V SBC、Jetson Orin Nano と Coral Dev Board のエッジ AI、Khadas / Radxa / Banana Pi / Orange Pi / NanoPi、Anbernic / Retroid / Powkiddy / OrangePi NEO 2 のレトロハンドヘルド、韓国と日本の流通エコシステムまで — 学生 / 学習者 / IoT 開発者 / エッジ AI / レトロゲーマー、誰が何を選ぶべきかを一気に整理する。 Sat, 16 May 2026 00:00:00 GMT fjvbn2003@gmail.com (Youngju Kim) open-hardwaremakerframework-laptopraspberry-pi-5pi-500pi-ai-kitpico-2rp2350arduino-uno-r4portentaesp32-s3esp32-c6m5stackadafruitcircuitpythonseeedstudiobeaglebonepine64risc-vstarfive-visionfivemilk-vsifivejetson-orin-nanocoral-dev-boardkhadasradxabanana-piorange-pinanopi2026deep-dive日本語 https://www.youngju.dev/blog/culture/2026-05-16-open-hardware-maker-tech-2026-framework-raspberry-pi-5-pico-2-arduino-r4-esp32-m5stack-jetson-deep-dive https://www.youngju.dev/blog/culture/2026-05-16-open-hardware-maker-tech-2026-framework-raspberry-pi-5-pico-2-arduino-r4-esp32-m5stack-jetson-deep-dive 2026 년의 오픈 하드웨어 & 메이커 테크 전반 — 모듈식 노트북으로 시리즈 A 를 마친 Framework, Pi 5 / Pi 500 / Pi AI Kit 으로 라인업을 완성한 Raspberry Pi, RP2350 으로 Arm 과 RISC-V 듀얼 아키텍처를 채택한 Pico 2, 르네사스 RA4M1 으로 갱신된 Arduino Uno R4 와 산업용 Portenta H7, ESP32-S3 와 RISC-V 기반 ESP32-C6, 일본 스택형 IoT 의 M5Stack, CircuitPython 의 산실 Adafruit, Reterminal/Wio 의 SeeedStudio, BeagleBoard / Pine64 의 오픈 정신, StarFive VisionFive 2 / Milk-V Mars / SiFive HiFive 같은 RISC-V SBC, Jetson Orin Nano 와 Coral Dev Board 의 엣지 AI, Khadas / Radxa / Banana Pi / Orange Pi / NanoPi, Anbernic / Retroid / Powkiddy / OrangePi NEO 2 의 레트로 핸드헬드, 한국과 일본의 유통 생태계까지 — 학생 / 학습자 / IoT 개발자 / AI 엣지 / 레트로 게이머 누가 무엇을 골라야 하는지를 한 번에 정리한다. Sat, 16 May 2026 00:00:00 GMT fjvbn2003@gmail.com (Youngju Kim) open-hardwaremakerframework-laptopraspberry-pi-5pi-500pi-ai-kitpico-2rp2350arduino-uno-r4portentaesp32-s3esp32-c6m5stackadafruitcircuitpythonseeedstudiobeaglebonepine64risc-vstarfive-visionfivemilk-vsifivejetson-orin-nanocoral-dev-boardkhadasradxabanana-piorange-pinanopi2026deep-dive