The only mistake here is that the author switched the term “tools” for “extruders”. They did list four tools (FDM extruder, Pellet Extruder, Ink extruder, Heater).

This sounds to me much more like a human error than an LLM one, because the source material calls them “tools”.

In this work, three out of the four original filament extruders were swapped for a pellet extruder, an ink extruder, and a heater. The tools that make up the final configuration of the machine are:

Filament extruder (Figure 1a): one of the original E3D Hemera direct drive filament extruders of the E3D Motion System and ToolChanger was kept in place. It features an E3D 24 V 30 W heater cartridge, an E3D thermistor cartridge, and a 0.4 mm nozzle.

Pellet extruder (Figure 1b): a Mahor v4 70 W Pellet Extruder (Mahor.xyz, Spain) was incorporated to the system to enable 3D printing from pellets. A custom case was designed and 3D printed to adapt the pellet extruder to the E3D ToolChanger. The case wraps around the extruder and provides anchor points to the E3D toolhead plate and docking port, necessary to allow the pick-up and drop-off of the tool by the robotic arm.

Ink extruder (Figure 1c): a syringe pump was custom-built from scratch, combining an E3D Hemera XS stepper motor, a lead screw, a linear rail, and custom-designed, 3D-printed parts, to enable 3D printing with inks. The syringe pump is designed to be compatible with the docking system of the E3D ToolChanger and accommodates a three-milliliter syringe that can be easily swapped, enabling seamless material exchange.

Heater (Figure 1d): an E3D Hemera extruder with its nozzle and silicon insulation sock removed was installed to enable the curing of inks on the printer bed. During operation, the ink extruder and the heater can be used sequentially: first, the ink extruder prints a pattern; immediately afterward, the heater reproduces the printing trajectory of the syringe, drying the deposited ink as it hovers over it. This strategy enables the drying of ink while printing, facilitating the deposition of subsequent layers on top of the dried ink.

https://www.tandfonline.com/doi/full/10.1080/17452759.2026.2613185#d1e378

They don’t use metal-infused filament as a conductor but conductive ink.

I agree, but to be fair, this is not a new problem, nor is it one limited to the US.

I’m from Austria, and during the London riots (IIRC, that was in 2010 or 2011) I lived in the UK.

My parents frequently sent me news articles and snippets from TV news about things happening in the UK, and it was constant horror stories, almost apocalyptic. They claimed that all of UK was in riot and specifically also mentioned the area where I lived in.

In fact, all that I noticed of the riots was one peaceful demonstration on one afternoon and that was it.

Infinite scroll amplifies the “I’m never going to find that again” problem. That’s the thing I hate most about it.