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Playbook & Handbook · February 6, 2026
Winning Accelerator Playbook 2026 by BambuUP
EDTECH: LEVERAGING AI-POWERED TECHNOLOGIES TO TRANSFORM THE LEARNING EXPERIENCE
1. Technology overview
AAEON, founded in 1992 and issuing press releases from Taipei, Taiwan, designs and manufactures industrial IoT and edge AI products including industrial motherboards, rugged tablets, network appliances and LoRaWAN or WWAN solutions, with OEM and ODM services. Its edge AI systems address the need to run inference close to machines and cameras.
The BOXER-865xAI-PLUS series uses NVIDIA Jetson Orin NX modules with Super Mode and JetPack 6.2, offering up to 157 TOPS. The 8651 is a 125 x 90 x 56 mm unit for smart building and retail nodes, while the 8652 adds dual LAN and serial or CAN ports for AMR fleets in factories.
2. Highlighted features & specifications
- Jetson Orin NX with Super Mode: Higher AI throughput, series total up to 157 TOPS.
- JetPack 6.2 support: NVIDIA software stack for AI development.
- BOXER-8651AI-PLUS: Compact unit with four USB 3.2 Gen 2 ports, Gigabit Ethernet and DIO header.
- BOXER-8652AI-PLUS: Dual RJ-45 LAN, two DB-9 ports for CANBus and RS-232/422/485.
- Out-of-band management: Box header on the 8652 model for remote management.
- Wide operating range: -25 to 55 C and 12 to 24V power input on the 8651 model.
3. Potential application
Onboard AI controller for AMR fleets in Vietnamese electronics factories. Edge inference for smart building and retail analytics nodes. AI vision node on production lines for defect detection.
4. Benefits
Up to 157 TOPS of AI performance in compact fanless-class boxes supports real-time inference at the edge. The BOXER-8651AI-PLUS measures 125 x 90 x 56 mm for space-constrained installations. Operating range of -25 to 55 C and 12-24V input suit industrial and mobile deployments. CANBus and RS-232/422/485 ports connect directly to robots and machines.
5. Market trends & opportunities
Factories are scaling AMR fleets and camera-based AI inspection, which increases demand for compact Jetson-based edge computers. Vietnamese electronics and logistics plants investing in automation are potential adopters.
6. Other information
Founded 1992, stock code 6579, press releases datelined Taipei, Taiwan. Won the 2025 Taiwan Excellence Award for UP Xtreme 7100 Edge. Signed a three-year mass production MOU with DEEPX in June 2026 per its news page.
