Comment by nophunphil
3 days ago
I guess the only difference between this and your example is the concrete efficiency gain from RTL and synthesis tools versus dubious applications of AI. I do agree with the second point about pushing people to explore new ways of doing things though.
> dubious applications of AI
Leaving aside the ethical aspects of using AI (not because they're not valid, because they're off topic for this discussion), in my line of work, the capabilities and productivity improvement of AI are staggering. Most of it is not writing the new code, which is but a small part of chip design, but everything else.
I can't give a concrete work example, but here is an experiment that I ran a month ago. https://tomverbeure.github.io/2026/04/12/AMIQ-License-Key-Ge.... If it can do that, it's not hard to imaging similar use cases related to root causing complex simulation failures. It is frighteningly good at that.
Fair points! Thanks for sharing the write-up as well - great read.
> use cases related to root causing complex simulation failures.
That's a pretty interesting use case. I assume this is for RTL simulation given the thread, but how do you connect the output of the simulator to the AI?
For a small case, a colleague took a screenshot of waves in the waveform viewer and pasted it into the AI tool. It worked.
But for large cases, use tools to extract all interfaces from the waveform file and save it as a text file, or add $display statements in the Verilog itself to dump the transactions. A SOTA LLM will eat it up. You point it to the RTL, a log file with hundreds of thousands of lines, and give it a few lines to explain how it is supposed to behave. Just tell it "My simulation is hanging. Figure why." Wait 15 minutes and it will tell you why it hangs and which line to change in your code to fix it.
I've done the experiment after the fact: I had spent ~3 days to fix complicated 3 bugs. I then rolled back the code and told it "Here is the spec. Find all the bugs in this code". It found all 3 bugs in around 30 min. That's when I realized that things won't be the same anymore. (And don't get me wrong: I love debugging simulations.)
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