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Xylolabs

Xylolabs Inc.

Edge Physical AI that catches equipment faults and runs robots.

Sensors, edge AI and robots for port cranes, power plants and factories.

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On Hugging Face

Open LLMs quantized for Tenstorrent Tensix NPUs. Each model's linear layers are quantized to TT-NN's block floating point formats, bfloat4_b (BFP4) or bfloat8_b (BFP8), with GPTQ, so TT-NN packs the weights as they are. Every card lists the formats per tensor class and the model's KL and answer check against bf16, beside llama.cpp's Q4_K_M of the same model.

The code that makes them is tensix-bfp-gptq (Apache-2.0).

Collections: one per model family.

What we build

Platform What it does
XyloZero Edge AI that reads sensor signals with PLC and drive data to catch equipment anomalies early
Battery Fire Early Detection Hears the acoustic precursors of thermal runaway in AGV, AMR and ESS batteries
Autonomy & Robotics On-device AI for robot and drone patrols, VLA manipulation learning and port crane autonomy

Started as signal research at Seoul National University in 2019, incorporated in December 2025.

Not affiliated with Tenstorrent.

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