Can't say I fully understand it but this certainly smells like someone is getting hired off a single github repo as CV
Guy builds AI driven hardware hacker arm from duct tape, old cam and CNC machine
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Re: Guy builds AI driven hardware hacker arm from duct tape, old cam and CNC machine
#12> New York[1]
[1] https://www.governor.ny.gov/news/keeping-new-yorkers-safe-go...
Re: Guy builds AI driven hardware hacker arm from duct tape, old cam and CNC machine
#13Re: Guy builds AI driven hardware hacker arm from duct tape, old cam and CNC machine
#14Re: Guy builds AI driven hardware hacker arm from duct tape, old cam and CNC machine
#15Re: Guy builds AI driven hardware hacker arm from duct tape, old cam and CNC machine
#16Can't say I fully understand it but this certainly smells like someone is getting hired off a single github repo as CV
Isn't that a good thing?
Re: Guy builds AI driven hardware hacker arm from duct tape, old cam and CNC machine
#17Perhaps a smidge disappointed when I had a look and discovered it wasn't that :)
Re: Guy builds AI driven hardware hacker arm from duct tape, old cam and CNC machine
#18Interesting. Not clear what it really does. The hardware is an oscilloscope probe on a 3-axis CNC mechanism. That's called a "flying probe", and you can buy one.[1] Fine. But what does the AI do? It "ingests the project", but what does that mean? Finding all the pins? That's a start. Using a SPICE model to figure out what should be on each pin, and checking? Now that would be impressive. Probably something in between…
Re: Guy builds AI driven hardware hacker arm from duct tape, old cam and CNC machine
#19Interesting. Not clear what it really does. The hardware is an oscilloscope probe on a 3-axis CNC mechanism. That's called a "flying probe", and you can buy one.[1] Fine. But what does the AI do? It "ingests the project", but what does that mean? Finding all the pins? That's a start. Using a SPICE model to figure out what should be on each pin, and checking? Now that would be impressive. Probably something in between…
The way I'm thinking about it is, it's a _workflow_ innovation?
So you ask for data sheets for all the visible chips and get PDFs in an output directory with minimal user interaction except to flip the board, ask for a basic idea of connectivity, get a stitched high res surface image etc.... which of course are all currently possible, but you can do them potentially with very low effort. There doesn't have to be a _software stack_ ahead of time. You ask Claude to do the thing, it will figure out how to do it, write some code, pull in some OSS and make the thing happen. You can take this project's software or leave it.
You might say "tell me where you think the JTAG headers are" and it will come up with a workflow to do its best at that task (most likely with variable results...), but nonetheless this is not a thing you can ask of any commercial product I am aware of today. With probes, stuff can get interesting.
Of course experienced hardware & reverse engineers already can do all this stuff and have a plethora of workflows for it but I still think it's an interesting POC of a generalisable approach. You can take or leave this particular software stack. Also, the hardware barely matters, you can duct tape whatever to whatever.
Re: Guy builds AI driven hardware hacker arm from duct tape, old cam and CNC machine
#20It’s hard to imagine anyone wanting this to be real more than I do, but this is nowhere close to being ready to do actual work. Photographing real PCBs is hard, there is no fiducial maths, no actual probing is being done. It's just photos of a photo being piped into an agent. If it actually did what it claims, no reasonable person would exclude it from the demo video. https://gainsec.com/2026/04/16/autoprober/