AI cannot in principle make novel discoveries.
AI cannot in principle make novel discoveries.
Can assembly theory & assembly equation be used to measure selection in real experiments? arxiv.org/abs/2512.18752
Policing words is the same as policing thoughts. An open society should have no limits on words. Words are the meta space where ideas need to be formed and compete. If you prevent ideas you donβt like then you harm the future of the human race & usher in tyranny.
With AI I can be both chemist & director.
Here is Quantum Chemputation conceptually. Go from the physical properties you want to a possible molecular graph, but then apply the rules of synthetic chemistry to ensure it is Chemputatable and therefore makable.
Causation requires matter. But causal matter requires evolution.
Digital chemistry wonβt just happen by bolting a chatbot to a liquid handling robot. It needs a fundamental new approach to allow the programming of matter, or chemputation. The theory & practical implementation is outlined here: arxiv.org/abs/2408.09171
www.technologynetworks.com/informatics/... #chemputation #digitalchemistry
Chemputation will lead to an exponential growth of the number of molecules synthetically accessible. It transcends the limits of manual labor by using a Turing-like ontology for error correction to ensure we can go deeper into chemical space. arxiv.org/abs/2408.09171
We are doing so much using chemputation your βdemandsβ are mute. It simply makes no sense to imagine that all chemistry wonβt be done using code.
AI is showing us that creativity sits in an entirely different category to data retrieval.
Chemputation is universal.
So we opened the worlds first Chemifarm today! www.chemify.io
Now in 2025, Chemify is opening the worlds first Chemifarm, which is the first commercial facility for chemputation able to do chemical design, discovery, & manufacture on demand. www.chemifyx.com
Making digital chemistry truly universal for chemputation (digital control of chemsitry) required a new approach to hardware, wetware, & software with the development of XDL. www.science.org/doi/10.1126/... Now the theory showing universality is done. arxiv.org/abs/2408.09171
In 2012 I had a dream of universal digital chemistry for chemputation inspired by 3D printing technology. By 2016 we made a key advance. We went from a vision to a universal code for organic synthesis - in this case making Ibuprofen in a hacked 3D printer. www.beilstein-journals.org/bjoc/article...
This helps redefine what a molecule is & that blows my mind. arxiv.org/abs/2408.09171
Want to know why Chemputation redefines the very concept of what a molecule is? Updated preprint arxiv.org/abs/2408.09171
Well we know what molecules are according to the text books, but do we know what Molecules are according the theory of Chemputationβ¦this is coming soon (Molecules from molecules is a play on Humans from humans by @aptshadow.bsky.social).
Just finished redefining the idea of a molecule using assembly theory. Will preprint soon.
SCAM ALERT. This is a fake conference that ripped off my and other peopleβs names to trick people into registering. There is no such conference that I or the others shown were invited or agreed to. We are working to try to get this fraud taken down from the web.
chemsymposia.com
The ghost of computation makes us believe that computation is fundamental. There is no physical basis for this. Computation is a human construct
Chemputers can be programmed using our chemical programming language (XDL) to make molecular machines. Great work by the team dlvr.it/TJsSjt Video done in collaboration with SciCommStudios.
To solve intelligence you need to solve life, to solve life you need to solve the origin of life. Assembly theory aims to make progress across the board but progress is not guaranteed.
Academia is under attack by the tech bros, which is hilarious because all their βtechβ was invented in academia.
Critical thinking, freedom of speech, & freedom to disagree are hard won & should be hard won every single day. Donβt take them for granted with nonsensical isms.
Saturday night radioactivity.
Chemputers are Turing complete & this is going to accelerate chemistry dramatically. Chem/acc
Ridge surfing in Sedona.