Deterministic system
3
MENTIONS
3
EPISODES
3
PODCASTS
Search complete. 3 mentions across 3 episodes found for "Deterministic system".
Sep 8, 2026
E234: The contrarian case for physics over data: can deterministic, training-free models beat ML in lead optimization?
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33:25Jacek MarczykGUEST
so I think that sort of you know answers yeah they help us understand the motion of molecules in a more sort of intimate way
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33:36Andree BatesHOST
yeah and Deterministic, training-free, 100% explainable for a farmer audience.
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33:44Andree BatesHOST
What does that unlock in practice? Novel targets, orphan and rare disease targets, data sparse therapeutic targets where machine learning and AI can genuinely struggle?
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33:58Jacek MarczykGUEST
Again, lack of explainability is the big deal with AI.
Drowning in AI pull requests: Harness's field CTO on code review and a Git repo built for agents
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22:40Martin ReynoldsGUEST
And then as soon as they've been reviewed, hopefully they can push through and be deployed and everything is dealt with, which is the ideal world, right? And that's a mix of your deterministic and your generative and your AI functionality all pulled together to have that autonomous flow.
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22:58Martin ReynoldsGUEST
Yeah.
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22:59Alex WilhelmHOST
Yeah, and it's that mix, right? Deterministic is still important for a lot of use cases here.
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23:05Alex WilhelmHOST
You need to trust that the test has passed, right? You can't just trust the model saying that it is.
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23:10Martin ReynoldsGUEST
No, no, absolutely, 100%.
AI That Gives Clinicians Time Back with Dr James Ries
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16:55James RiesGUEST
And so the two systems at play right now in the world are generative AI and deterministic AI.
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17:05James RiesGUEST
Generative AI is something where you just let the tool do what it needs to do, and it can generate based on that.
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17:10James RiesGUEST
Deterministic is you have protocols in place that medically say, don't ever recommend anything outside of this protocol.
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17:22James RiesGUEST
Or this patient is being seen for this clinical visit.
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17:26James RiesGUEST
Unless an emergency symptom comes up, please only go to this.