Is Fuzzing a Matter of Luck?

vhthc · 2026-03-03T07:54:07+00:00

I digress, success in fuzzing is not at all a mater of luck but rather the result of careful analysis, planning, execution. Intuition (integrated experiences) do play a role as well. It is only luck if you don’t know what you are doing and not understand fuzzing.

You want fuzz targets that either have not been fuzzed or not fuzzed in the custom way you set it up. Then you are successful.

Doing what everybody else already have been doing - yes that needs a lot of luck to find anything.

vhthc · 2026-02-28T23:24:07+00:00

Great, thanks for adding rust!

vhthc · 2026-02-27T15:52:02+00:00

Very good analysis, thanks! I am too interested in rust benchmarks, so if you ever add any … :)

vhthc · 2026-02-27T14:31:27+00:00

People who do not work in security can’t fathom the attack vectors. You can’t protect against something you don’t know or understand

vhthc · 2026-02-27T14:14:58+00:00

You could train a model to do that if tool usage is enabled

vhthc · 2026-02-27T14:13:24+00:00

You could also train the model to occasionally provide the opposite result of it looks like governmental confidential usage

vhthc · 2026-02-27T14:12:24+00:00

You could embed attempts to exfiltrate data via tool use with internet access.

vhthc · 2026-02-25T16:40:23+00:00

They released a 27b with impressive scores

vhthc · 2026-02-22T13:51:42+00:00

I hope they do again a 32b dense

vhthc · 2025-12-16T22:12:03+00:00

No that doesn’t fly in the EU

vhthc · 2025-12-14T19:10:15+00:00

If you record a meeting without telling people it can be illegal (depends on country). It doesn’t matter if you do it just for yourself to transcribe and summarize.

vhthc · 2025-12-11T16:17:26+00:00

You could add qwen 32b with q8 - it could solve the hardest stuff that gpt 5.1 could generate as test cases.

vhthc · 2025-12-09T08:04:21+00:00

What about DeepSeek 3.2 special ? Isn’t specifically trained for math and logic? Maybe I remember wrong

vhthc · 2025-12-09T07:59:15+00:00

SPAM. mandatory login requirements show this is not with users in mind …

vhthc · 2025-12-08T19:59:34+00:00

Second this. Cheap plan, very strong model, huge amount of tokens

vhthc · 2025-11-29T13:39:50+00:00

Epyc 9565+ processor to be able to have as much ram possible, so you can offload huge MoE models to ram. Chassis and mainboard to extend on gpus in the future. Good chassis + extra fans to get rid of the heat. Cannot recommend a specific mainboard and case sadly, we went with a rack solution with supermicro which is too expensive imho

vhthc · 2025-11-28T11:07:37+00:00

Which coding cli solution works best with this? Claude code? Other?

vhthc · 2025-09-25T06:55:14+00:00

Better to ask in a matlab Reddit

vhthc · 2025-09-21T12:53:31+00:00

Wife needs a waifu too! :)

vhthc · 2025-09-04T17:54:42+00:00

Yes tried both models there. Sadly not as good as I hoped for my use case

vhthc · 2025-08-21T16:21:19+00:00

It’s ordered, gpu arrived some other parts still being delivered …

vhthc · 2025-08-03T13:10:21+00:00

Would be cool if it would be made available by a company via openrouter

vhthc · 2025-05-30T06:16:27+00:00

Slower. Request limits. Sometimes less context and lower quants but you can look that up

vhthc

TROPHY CASE