SiMa.ai Modalix MLSoC DevKit 3.0 (50 TOPS Physical AI SoM)
TSMC 6nm Physical AI and robotics developer kit built around the SiMa.ai Modalix MLSoC, combining a 50-TOPS Machine Learning Accelerator, 4× Arm Cortex-A65 cores, on-chip ISP for 4× MIPI CSI-2 cameras, and sub-10W multimodal VLM execution.
Editorial Rating Methodology (★ 4.8 / 5.0): This score is an internal editorial evaluation compiled by the RECIWO Labs editorial team—not a user poll or crowd-voted rating. It assesses published silicon compute efficiency (25%), optical/sensor/actuator engineering (25%), battery & thermal envelope (20%), SDK/software openness (15%), and price-to-specification value (15%) based on official manufacturer datasheets and public technical documentation. Learn more about our evaluation rubric →
Key Engineering Highlights
- Integrates the complete 'camera-in to action-out' robotics pipeline—ISP, Computer Vision Unit (CVU), 50-TOPS MLA, and quad-core Arm CPU—on a single sub-10W TSMC 6nm SoC
- Natively accelerates transformer attention layers, Vision Transformers (ViT), and generative Vision-Language Models alongside classical CNN object detectors without external host CPUs
- SiMa.ai Palette and Edgematic no-code/low-code toolchain compiles standard PyTorch/ONNX models in minutes with deterministic latency for autonomous mobile robots (AMRs) and drones
Full Hardware Specifications
| Processor / Edge SoC | TSMC 6nm SiMa.ai Modalix MLSoC (50 TOPS MLA + 4× Cortex-A65 + Synopsys ARC EV74 CVU) |
|---|---|
| AI Model Stack | End-to-End Multimodal VLMs (LLaVA / Llama-3.2), ViTs & CNNs via SiMa Palette Edgematic SDK |
| Display & Optics | DisplayPort / HDMI Video Output + Carrier Board Debug Console |
| Camera & Vision | Integrated 24MP ISP + 4× 4-Lane MIPI CSI-2 Camera Inputs + 10GbE RTSP Ingest |
| Measured Weight | 420g (Modalix Production SoM + DevKit 3.0 Carrier Board w/ Passive Heatsink) |
| Battery & Runtime | Sub-10W Typical Full-Pipeline Power (5W–10W Fanless Operation, >10 TOPS/W) |
| Connectivity & I/O | PCIe Gen 4 x4 + Dual 10GbE/1GbE Ethernet + M.2 NVMe + USB 3.2 + CAN-FD |
| Sensors & Acoustics | On-Module 8GB/16GB 64-Bit LPDDR5 + Hardware Video Encoder/Decoder + Safety Island |
⚖️ Side-by-Side Comparison: SiMa.ai Modalix MLSoC DevKit 3.0 (50 TOPS Physical AI SoM) vs. Edge Compute & DevKits Peers
Direct specification comparison against leading competing devices in the Edge Compute & DevKits category.
| Specification | SiMa.ai Modalix MLSoC DevKit 3.0 (50 TOPS Physical AI SoM) (Current) | NVIDIA Jetson Orin NX Super Edge AI DevKit → | Xiaozhi AI Voice Cube Pro (ESP32-S3 Open DevKit) → | Apple Mac mini (M5 Pro 64GB) Private AI Node → |
|---|---|---|---|---|
| Brand | SiMa.ai | NVIDIA | Open Hardware Community | Apple |
| Retail Price | $999 | $499 | $12 | $1,799 |
| Editorial Rating | ||||
| Edge SoC | TSMC 6nm SiMa.ai Modalix MLSoC (50 TOPS MLA + 4× Cortex-A65 + Synopsys ARC EV74 CVU) | NVIDIA Ampere GPU (1024 CUDA + 32 Tensor Cores) | Espressif ESP32-S3R8 (Dual-Core LX7 @ 240MHz + 8MB PSRAM) | Apple M5 Pro (14c CPU + 20c GPU + 16c Neural Engine) |
| AI Model Stack | End-to-End Multimodal VLMs (LLaVA / Llama-3.2), ViTs & CNNs via SiMa Palette Edgematic SDK | Runs Llama-3.2 8B / Qwen2.5-VL 7B / YOLO11 Locally | Edge ESP-SR Wake + Realtime Cloud Voice LLMs | MLX Accelerated Qwen3-32B / Llama-3.3-70B |
| Display / Optics | DisplayPort / HDMI Video Output + Carrier Board Debug Console | HDMI 2.1 / DP 1.4 (Up to 8K) | 1.28-inch Circular IPS LCD (240×240) / 0.96" OLED | Supports up to three 6K displays |
| Camera | Integrated 24MP ISP + 4× 4-Lane MIPI CSI-2 Camera Inputs + 10GbE RTSP Ingest | Dual MIPI CSI-2 Camera Lanes + 4× USB 3.2 | Optional OV2640 / GC2145 Camera Module | External USB-C / Studio Display Camera |
| Weight | 420g (Modalix Production SoM + DevKit 3.0 Carrier Board w/ Passive Heatsink) | 450g (including active heatsink & carrier board) | 62g (with 3D-printed enclosure & speaker cavity) | 730g |
| Battery | Sub-10W Typical Full-Pipeline Power (5W–10W Fanless Operation, >10 TOPS/W) | 19V DC Input (15W–40W configurable TDP) | 800mAh LiPo (5h continuous dialogue) | Internal 155W PSU (4W idle draw) |
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