Most deep learning frameworks are built for flexibility. They handle dynamic graphs, varying batch sizes, and a multitude of layer types. Talos takes the opposite approach. It strips away the runtime, the scheduler, and the operating system overhead to expose the raw compute capability of the FPGA. By implementing the entire inference pipeline in SystemVerilog, we achieve deterministic, cycle-accurate control over every calculation.
Bambu Lab, Creality, and QIDI Tech—companies whose core business is 3D printing—have also been actively developing laser engraving products. Backed by strong R&D capabilities and supply-chain advantages, these cross-over entrants can not only roll out high value-for-money, multifunction all-in-one laser engraving products quickly, but also leverage established overseas distribution channels, user communities, and integrated hardware-software capabilities to put pressure on xTool across use cases, pricing, and ecosystem.
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