Evidence receipt / uncertainty
Published · transcript-backedIlia Shumailov: uncertainty
4 Oct 2025 Machine Learning Street Talk AI Agents Can Code 10,000 Lines of Hacking Tools In Seconds - Dr. Ilia Shumailov (ex-GDM)
“The only allowed data flow from this tool to go into this other tool is if this other tool, like, I don't know, domain of the website actually has .”
Source trail
Everything needed to verify it.
- Speaker
- Ilia Shumailov
- Attribution
- Verified speaker
- Claim type
- uncertainty
- Recorded
- 4 Oct 2025
- Publisher
- Machine Learning Street Talk
Transcript context
…Okay. And once you so in Camel, for example, we represent the programs as Python, Python code. And we explicitly say, here is a set of tools you can use. Here is a set of data sources from which data is coming from. And then we allow the user so, well, I guess the platform provider in this case, but you can also imagine loading this from a user to express a policy that can be something like, so this this tool will give you my passport number. The only allowed data flow from this tool to go into this other tool is if this other tool, like, I don't know, domain of the website actually has . gov.uk inside of it. Right? And you can express policies like this. This is not a part of the model. This is a part of the actual execution. In case of KAML, we'll have an interpreter that takes in this program, executes the program step by step, and actually enforces a static or a dynamic policy on on top of this graph, the execution graph. So so I would never even give my passport number to a fine tuning of a large model.…
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