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📖 Read: https://helioxpodcast.substack.com/

🎙️Available for broadcast on PRX: [PRX Episode URL]

A 14,000-year-old wolf puppy's stomach contents rewrite our understanding of how species disappear—and what that means for conservation today.

If a thriving, genetically robust species can vanish when its world changes too quickly, what does this mean for contemporary endangered species facing accelerating climate change? And what does it mean for us?

This is science that connects deep time to urgent present, demonstrating how evidence-based inquiry and empathetic concern illuminate both past extinctions and future survival.

Source: Genome Shows no Recent Inbreeding in Near-Extinction Woolly Rhinoceros Sample Found in Ancient Wolf's Stomach

This is Heliox: Where Evidence Meets Empathy

Independent, moderated, timely, deep, gentle, clinical, global, and community conversations about things that matter. Breathe Easy, we go deep and lightly surface the big ideas.

Thanks for listening today!

Four recurring narratives underlie every episode: boundary dissolution, adaptive complexity, embodied knowledge, and quantum-like uncertainty. These aren’t just philosophical musings but frameworks for understanding our modern world.

We hope you continue exploring our other podcasts, responding to the content, and checking out our related articles on the Heliox Podcast on Substack.

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About SCZoomers:

https://www.facebook.com/groups/1632045180447285
https://x.com/SCZoomers
https://mstdn.ca/@SCZoomers
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Spoken word, short and sweet, with rhythm and a catchy beat.
http://tinyurl.com/stonefolksongs

Curated, independent, moderated, timely, deep, gentle, evidenced-based, clinical & community information regarding COVID-19. Since 2017, it has focused on Covid since Feb 2020, with Multiple Stores per day, hence a large searchable base of stories to date. More than 4000 stories on COVID-19 alone. Hundreds of stories on Climate Change.

Zoomers of the Sunshine Coast is a news organization with the advantages of deeply rooted connections within our local community, combined with a provincial, national and global following and exposure. In written form, audio, and video, we provide evidence-based and referenced stories interspersed with curated commentary, satire and humour. We reference where our stories come from and who wrote, published, and even inspired them. Using a social media platform means we have a much higher degree of interaction with our readers than conventional media and provides a significant amplification effect, positively. We expect the same courtesy of other media referencing our stories.

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📖 Read the full essay

When AI researchers tried to give neural networks 4x the communication capacity, their creation immediately began self-destructing. Signal amplification reached 100,000 times normal levels—the computational equivalent of a nuclear reaction.

The rescue didn't come from cutting-edge innovation. It came from a 1967 mathematical algorithm gathering dust in pure mathematics journals.

This episode chronicles the dramatic crisis in DeepSeek AI's hyperconnection architecture and its elegant solution through doubly stochastic matrices and the Sinkhorn-Knopp algorithm. We explore how constraint enables capability, why pure mathematics developed decades ago solves today's challenges, and what the rescue of a 671-billion-parameter AI model teaches us about the nature of progress.

Why This Matters: The relationship between constraint and freedom applies far beyond AI. This story reveals how the most sophisticated systems we build often need the most classical boundaries—and how solutions to our most pressing challenges may already exist in knowledge developed for entirely different purposes.

References:

mHC: Manifold-Constrained Hyper-Connections

Deep Residual Learning for Image Recognition (ResNet, 2016)

Available for Broadcast on PRX https://exchange.prx.org/pieces/605567-the-mathematics-of-rescue-when-ancient-

This is Heliox: Where Evidence Meets Empathy

Independent, moderated, timely, deep, gentle, clinical, global, and community conversations about things that matter. Breathe Easy, we go deep and lightly surface the big ideas.

Thanks for listening today!

Four recurring narratives underlie every episode: boundary dissolution, adaptive complexity, embodied knowledge, and quantum-like uncertainty. These aren’t just philosophical musings but frameworks for understanding our modern world.

We hope you continue exploring our other podcasts, responding to the content, and checking out our related articles on the Heliox Podcast on Substack.

Support the show

About SCZoomers:

https://www.facebook.com/groups/1632045180447285
https://x.com/SCZoomers
https://mstdn.ca/@SCZoomers
https://bsky.app/profile/safety.bsky.app

Spoken word, short and sweet, with rhythm and a catchy beat.
http://tinyurl.com/stonefolksongs

Curated, independent, moderated, timely, deep, gentle, evidenced-based, clinical & community information regarding COVID-19. Since 2017, it has focused on Covid since Feb 2020, with Multiple Stores per day, hence a large searchable base of stories to date. More than 4000 stories on COVID-19 alone. Hundreds of stories on Climate Change.

Zoomers of the Sunshine Coast is a news organization with the advantages of deeply rooted connections within our local community, combined with a provincial, national and global following and exposure. In written form, audio, and video, we provide evidence-based and referenced stories interspersed with curated commentary, satire and humour. We reference where our stories come from and who wrote, published, and even inspired them. Using a social media platform means we have a much higher degree of interaction with our readers than conventional media and provides a significant amplification effect, positively. We expect the same courtesy of other media referencing our stories.

Send us a text

📖 Read the companion article

📡 Now available for broadcast on PRX

Are you building sentences like an architect—nested grammatical trees and clean constituents? Or are you laying down the next available brick, relying on linear probability-driven chunks that “shouldn’t” exist as units at all?

In this Deep Dive, we unpack new evidence that the brain represents certain non-hierarchical language structures (like VERB + PREPOSITION + DETERMINER: “sat on the”) as real cognitive objects. The findings converge across priming experiments, eye-tracked reading, and natural conversation data—suggesting that everyday speech is often optimized for speed under the “now-or-never bottleneck.”

We end with the provocative mirror this holds up to AI: if humans often speak by surfing probability, what does that mean for how we judge next-word prediction models?

References

Evidence for the representation of non-hierarchical structures in language

This is Heliox: Where Evidence Meets Empathy

Independent, moderated, timely, deep, gentle, clinical, global, and community conversations about things that matter. Breathe Easy, we go deep and lightly surface the big ideas.

Thanks for listening today!

Four recurring narratives underlie every episode: boundary dissolution, adaptive complexity, embodied knowledge, and quantum-like uncertainty. These aren’t just philosophical musings but frameworks for understanding our modern world.

We hope you continue exploring our other podcasts, responding to the content, and checking out our related articles on the Heliox Podcast on Substack.

Support the show

About SCZoomers:

https://www.facebook.com/groups/1632045180447285
https://x.com/SCZoomers
https://mstdn.ca/@SCZoomers
https://bsky.app/profile/safety.bsky.app

Spoken word, short and sweet, with rhythm and a catchy beat.
http://tinyurl.com/stonefolksongs

Curated, independent, moderated, timely, deep, gentle, evidenced-based, clinical & community information regarding COVID-19. Since 2017, it has focused on Covid since Feb 2020, with Multiple Stores per day, hence a large searchable base of stories to date. More than 4000 stories on COVID-19 alone. Hundreds of stories on Climate Change.

Zoomers of the Sunshine Coast is a news organization with the advantages of deeply rooted connections within our local community, combined with a provincial, national and global following and exposure. In written form, audio, and video, we provide evidence-based and referenced stories interspersed with curated commentary, satire and humour. We reference where our stories come from and who wrote, published, and even inspired them. Using a social media platform means we have a much higher degree of interaction with our readers than conventional media and provides a significant amplification effect, positively. We expect the same courtesy of other media referencing our stories.