Introduction
The LAB’s mission is to create a sovereign gaia intelligences - a digital gaia theory. This will require work to give peers their data and will demonstrate machine learning ‘that works’ on a peer to peer level. Overall, the lab provides the research on all matters small and decentralised.
Agenda
Broader than view than deep learning neural networks. Evolution learning, top down and bottom up.
Levin lab
Jeffrey Hinton
Richard Sutton
Reed Maxwell https://youtube.com/clip/Ugkx_qCq0il3rwp2oTsbRbS4ZuP7CD79vRMB?si=-7_7OXHHjXhyn4pW
https://computerscience.exeter.ac.uk/research/optimisation/
Inspiration and science of https://thoughtforms.life/https://drmichaellevin.org/
Smallest practical parts and network together to scale to solve problems. Mix of bottom up and top down evolution, hybrid human and other forms. Broader base for intelligence that just focusing on one e.g. NN.
Types of machine learning:
Genetic and evolutionary
Time series
Cryptography - keys to differential privacy
Open source tiny LLM’s
We work and innovate on coherence of computational learning software or decentralised machine learning (DML) that works at all scales. This mean small and decentralised ‘agents’ that self organise or are trained to produce collective intelligence to solve problems. The same paradigm and principles of algorithms work at all levels, e.g. cells to securing networks to optimising simulations to the future. https://www.youtube.com/@IPAMUCLA/videos
This can be contrasted to the oppose paradigm working on LLM’s and centralised data lakes operated by big tech.
Cells -
Networks - Sorting Algorithms emerging properties Research Bubble sort
Optimisation - besearch https://youtu.be/c0rBjwhTyLQ?si=7nfHigmBNmG4yIur https://youtu.be/L6GtKYqkEIQ?si=IcKCL8eIBcoa6JFI Genetics algorithms peer to peer, integration with cryptography, how keep honest?
@bbtime
Everything is a time series and is time dynamic. See mathematics of https://youtu.be/lUZ8_m9Kiq4?si=LeGWEtaLd5UeSVbI
@data
What data today can be combined to give the most useful computations? Do what it takes to enable this for peers. More accurate and meaningful measurement devices/equipment, diagnostics are coming. We need to be proactive to identify these and gain early access and where possible enable community coordination to fund sovereign versions.
The lab will contribute developers to improve the code and innovate the open source protocols HOP and toolkit BentoBoxDS and TINY agents