At my uni, 15 years ago, one postdoc reverse engineered NVIDIA chip and wrote more performant compiler. He did that by connecting oscyloscops to all chip's outputs and started with applying random current on inputs. Using ML and his genius he rediscoverd all opcodes including a few hidden ones. Eventually he got hired by some company that was doing a lot of GPU on supercomputers.
You can't do that by applying random inputs to any single-chip GPU - it has far too much state. I can see that perhaps it worked on some of the early multi-chip cards - where one chip was a texture sampler, and so on.
You'll have more luck reverse engineering the software driver first. They're not hidden, you can just open the driver files in Ghidra, the almost-universal tool for open-sourcing proprietary code. Hidden opcodes can be discovered first by just trying all the opcodes you couldn't discover any other way. You only need to go to the physical level if they're really hidden.
To be fair, Ghidra was released in 2019 and in general knowledge was still hard to find even back in 2010 I feel (well, compared to 2026 in the age of AI)
Before that there was, and still is, IDA Pro. Works largely the same but costs a lot, on the order of $1000/seat/year. Useless for hobbyists unless pirated, but reasonable if it's your job. Probably had academic discounts.
There is absolutely no way that happened. 15 years ago, we're talking Fermi class GPUs and chips with hundreds of millions of bits of on-chip state and much more if you include the DRAM.
You can't tease out the right information by applying random inputs. Which input would you even use? The PCIe interface? You'd first "randomly" need to get past its complex training sequences...
Your postdoc probably wrote micro-benchmarks of some sort. That is a common technique.
Practically No, the stack-up of metal layers often hides the gate structures underneath, and the billions of process cells may not all be the same.
Theoretically Yes, as an ion-beam-mill and electron-microscope combination machine can slice up semiconductors layer-by-layer. Given these machines can often also give precise x-ray analysis material data, the exact makeup of the chip can be extracted by competitors given enough time. =3
From where do I know the name Dragon Sector and q3k? You aren't the ones who hacked the train DRM, are you? Or maybe active in the demo scene? Or maybe I'm just confusing you with TRSi?
They're not banned; their trading restrictions were temporary and have been since lifted, once the allegedly unlawful gains were deposited into escrow, just like SEBI demanded. They simply did not resume trading there even afterwards.
Their market manipulation is further alleged, not settled. It was also not a high-frequency trading thing, so no, it wouldn't have required anything technically advanced like this either.
Rapid Chip Reverse Engineering Using Laser, Focused ion beams, and Scanning electron microscope https://academic.oup.com/mam/article/30/Supplement_1/ozae044...
FIBs are also used to test modifications before doing a respin. I'm still in awe that matter can be manipulated so precisely
You'll have more luck reverse engineering the software driver first. They're not hidden, you can just open the driver files in Ghidra, the almost-universal tool for open-sourcing proprietary code. Hidden opcodes can be discovered first by just trying all the opcodes you couldn't discover any other way. You only need to go to the physical level if they're really hidden.
You can't tease out the right information by applying random inputs. Which input would you even use? The PCIe interface? You'd first "randomly" need to get past its complex training sequences...
Your postdoc probably wrote micro-benchmarks of some sort. That is a common technique.
Theoretically Yes, as an ion-beam-mill and electron-microscope combination machine can slice up semiconductors layer-by-layer. Given these machines can often also give precise x-ray analysis material data, the exact makeup of the chip can be extracted by competitors given enough time. =3
Or maybe some kind of hybrid of x-ray microtomography and spectroscopic analysis all in one.
But, maybe the energies involved would be about the same destructive power as some microtome slicing technique...
I was waiting for some writeup about permutation decyphering
https://blog.dragonsector.pl/2017/10/?m=1
but reminds me how we're going to find out on an industrial level when the Saudis give China some nvidia chips they were grifted
they've cloned lots of chips before but nothing that advanced
Their market manipulation is further alleged, not settled. It was also not a high-frequency trading thing, so no, it wouldn't have required anything technically advanced like this either.