Eric, 'How best @exnx @GeoChurch @amyneurons to create a #RealisticVirtualEarthForAgingReversal (think #GStreetView w #GTimeSlider #GdnaView #TextInTheSideBar) . . . #GBIforAgingReveral in #RealisticVirtualEarthForDNA re https://www.toolify.ai/ai-news/revolutionizing-education-with-machine-learning-and-ai-2574306 @WorldUnivAndSch?
Eric, 'How best @exnx @GeoChurch @amyneurons to create a #RealisticVirtualEarthForAgingReversal (think #GStreetView w #GTimeSlider #GdnaView #TextInTheSideBar) https://t.co/qtUhzcCfqi #GBIforAgingReveral in #RealisticVirtualEarthForDNA re https://t.co/8Kx5cOWGm5 @WorldUnivAndSch? https://t.co/utfCB7rKnc
— WorldUnivandSch (@WorldUnivAndSch) August 4, 2026
https://x.com/WUaSPress/
https://x.com/Q_YogaMacFlower/
https://x.com/HarbinBook/
https://x.com/TheOpenBand/
Retweeting -
Mario Gabriele
@mariogabriele
What happens when AI can write the genetic code for life itself?
Eric Nguyen (@exnx) is the co-founder of
@RadicalNumerics, the lab behind the models that generated the first genome ever created entirely by AI, a bacteriophage that had never existed in nature until it wrote one. He believes DNA should be treated the way language is treated: something a model can read, then write.
With more DNA sitting in public databases than there is text on the entire internet, he sees an almost unmined field, one where the models built to make sense of it remain, by his own admission, no more sophisticated than linear regression.
Thank you to the partners who make this possible
@ahrefs
Brand Radar: Find your brand in AI results: https://ahrefs.com/
@brexHQ
: The intelligent finance platform: https://brex.com/
@Guru_HQ
: The AI source of truth for work:
(3:35) An overview of Radical Numerics
(11:08) Why they started with DNA
(26:24) The limits of language models in biology
(31:15) Eric’s free-range upbringing and path to his PhD program
(41:20) Applying long-context models to DNA and meeting his co-founders
(55:30) How better general LLMs benefit Radical Numerics
(1:02:05) Making biology more concrete
(1:18:09) Final meditations
https://x.com/mariogabriele/
Eric Nguyen
@exnx
·
3h
I sat down with
@mariogabriele
on the Generalist podcast to talk about why DNA is the most complicated and important language ever,
how we trained the largest genome language model to master it,
and yet, we’ve only scratched the surface of what it can do and understand.
https://x.com/exnx/status/
Retweeting -
Mario Gabriele
@mariogabriele
What happens when AI can write the genetic code for life itself?
Eric Nguyen (@exnx) is the co-founder of
@RadicalNumerics, the lab behind the models that generated the first genome ever created entirely by AI, a bacteriophage that had never existed in nature until it wrote one. He believes DNA should be treated the way language is treated: something a model can read, then write.
With more DNA sitting in public databases than there is text on the entire internet, he sees an almost unmined field, one where the models built to make sense of it remain, by his own admission, no more sophisticated than linear regression.
Thank you to the partners who make this possible
@ahrefs
Brand Radar: Find your brand in AI results: https://ahrefs.com/generalist
@brexHQ
: The intelligent finance platform: https://brex.com/mario
@Guru_HQ
: The AI source of truth for work:
(3:35) An overview of Radical Numerics
(11:08) Why they started with DNA
(26:24) The limits of language models in biology
(31:15) Eric’s free-range upbringing and path to his PhD program
(41:20) Applying long-context models to DNA and meeting his co-founders
(55:30) How better general LLMs benefit Radical Numerics
(1:02:05) Making biology more concrete
(1:18:09) Final meditations
https://x.com/mariogabriele/
--
https://wiki.
- Scott GK MacLeod
Founder, President, CEO & Professor
at / of best STEAM CC licensed OCW, Wiki,
World University & School (WUaS)
- USPS US Post Office, PO Box 132, General Delivery, Canyon, CA 94516
1) non-profit 501(c)(3) Public Charity
building on CC-4 licensed MIT OCW in 7 languages -
http://
2) for profit general stock company WUaS Corporation in CA - http://
- wuas_ceo@
World University & School Innovation Research -
- http://scottmacleod.com
- https://twitter.com/
- https://x.com/Q_
- http://www.linkedin.com/in/
- https://twitter.com/
- https://scott-macleod.
- https://
* *
Twitter - Eric Nguyen - Radical Numerics has 16 roles open, from MTS pre/post training, infra & systems, mech interp, to product leads in scientific discovery.
How best @exnx @GeoChurch @amyneurons to interoperate these 16 #CSroles @ https://t.co/CDUTVRXnOY in @WorldUnivAndSch dev a #RealisticVirtualEarthForAgingReversal #ForLongevity, #ForGenetics (#GStreetView #GCellView #GMoleculeView w #GTimeSlider) w #GeneralBiologicalIntelligence? https://t.co/JEIGkZ1sSL
— WorldUnivandSch (@WorldUnivAndSch) July 30, 2026
https://x.com/WorldUnivAndSch/
https://x.com/WUaSPress/
https://x.com/Q_YogaMacFlower/
https://x.com/sgkmacleod/
https://x.com/HarbinBook/
https://x.com/TheOpenBand/
https://x.com/scottmacleod/
Retweeting -
Google AI
@GoogleAI
Mapping the Brain with Connectomics
https://x.com/GoogleAI/status/
AND
How best @exnx @GeoChurch @amyneurons to interoperate these 16 #CSroles @ https://x.com/exnx/status/
https://x.com/WorldUnivAndSch/
https://x.com/Q_YogaMacFlower/
https://x.com/WUaSPress/
https://x.com/sgkmacleod/
https://x.com/HarbinBook/
https://x.com/TheOpenBand/
https://x.com/scottmacleod/
@amyneurons
Your history of connectomics list forgot the first actual brain connectome, the whole fruit fly brain! We should make a website with all the known connectomics datasets to date, from all sources!
https://x.com/amyneurons/
ALL Re
@exnx
https://x.com/exnx/status/
Radical Numerics has 16 roles open, from MTS pre/post training, infra & systems, mech interp, to product leads in scientific discovery.
Our team is growing rapidly in SF, and so are the models. We’re pretraining the largest biological AI models ever. Science is the next frontier in AI.
Roles:
https://radicalnumerics.ai/
- MTS Pretraining
- MTS Post-training
- MTS Infra & systems
- MTS Model interpretability
- MTS ML engineer
- MTS Inference
- MTS AI supercomputing
- Product lead - Discovery
- Product lead - Diagnostics
- Computation biology
- Protein design
- MTS Biosecurity
- Head of Data Acquisition
- MTS AI bio
- Applications engineer
- Marketing associate
https://x.com/exnx/status/
* * *
near Santa Cruz surfing museum - Tu Aug 4, 2026 - Mike Graves, former philosophy professor at UC Berkeley, and then did stints at Apple, and Intuit too ~ Also, in terms of aging reversal and extreme longevity genetic drug therapies, the ER-100 partial epigenetic reprogramming Yamanaka factors' OSK gene drug therapy for Glaucoma wide- or open-angle and one other Glaucoma condition is the first drug going through clinical trials ... https://share.google/
https://wiki.
- Scott GK MacLeod
Founder, President, CEO & Professor
at / of best STEAM CC licensed OCW, Wiki,
World University & School (WUaS)
- USPS US Post Office, PO Box 132, General Delivery, Canyon, CA 94516
1) non-profit 501(c)(3) Public Charity
building on CC-4 licensed MIT OCW in 7 languages -
http://
2) for profit general stock company WUaS Corporation in CA - http://
- wuas_ceo@
World University & School Innovation Research -
- http://scottmacleod.com
- https://twitter.com/
- https://x.com/Q_
- http://www.linkedin.com/in/
- https://twitter.com/
- https://scott-macleod.
- https://
* * *
* * *
Hot Springs ~
& Did you ever take Yoga while at Chico, Robert, and regarding 8 limbs of Yoga?
Scott MacLeod's
Naked Harbin Ethnography:
Hippies, Warm Pools, Counterculture, Clothing-Optionality & Virtual Harbin
Hopefully you'll be able to visit many of these in a realistic virtual earth a realistic virtual Harbin Hot Springs with time, and even to study bliss. - and see Peter Norvig's INCREDIBLE #ToolifyAIWUaS article https://www.toolify.
Scott MacLeod's
Naked Harbin Ethnography:
Hippies, Warm Pools, Counterculture, Clothing-Optionality & Virtual Harbin
by Scott MacLeod
sgkmacleod@
Foreword by Nelson H.H. Graburn
UC Berkeley Professor Emeritus of Sociocultural Anthropology
http://www.scottmacleod.com/
Academic Press at World University and School
http://
--
Yoga ideas

--
https://wiki.
- Scott GK MacLeod
Founder, President, CEO & Professor
at / of best STEAM CC licensed OCW, Wiki,
World University & School (WUaS)
- USPS US Post Office, PO Box 132, General Delivery, Canyon, CA 94516
1) non-profit 501(c)(3) Public Charity
building on CC-4 licensed MIT OCW in 7 languages -
http://
2) for profit general stock company WUaS Corporation in CA - http://
- wuas_ceo@
World University & School Innovation Research -
- http://scottmacleod.com
- https://twitter.com/
- https://x.com/Q_
- http://www.linkedin.com/in/
- https://twitter.com/
- https://scott-macleod.
- https://
*
https://en.wikipedia.org/wiki/Lake_Clark_National_Park_and_Preserve
https://commons.wikimedia.org/wiki/Category:Lake_Clark_National_Park
....


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