Forwarded from EPISTEME
Epistemeโs vision for DeScAI (the convergence of DeSci & AI) is now peer-reviewed and live in Frontiers in Blockchain.
๐ Read here: https://doi.org/10.3389/fbloc.2025.1657050
In this article, our co-founder Sasha Shilina introduces DeScAI, a five-stratum framework for a recursive, self-verifying scientific system. By weaving together decentralized ledgers, incentive protocols, and AI-driven scientific agents, DeScAI proposes a future where:
๐กHypotheses move to verification with radically reduced latency
๐กEpistemic pluralism becomes structurally supported
๐กTrust is cryptographically auditable
DeScAI shows that this future isnโt speculative โ the building blocks already exist. Whatโs left is orchestration.
๐ Read here: https://doi.org/10.3389/fbloc.2025.1657050
In this article, our co-founder Sasha Shilina introduces DeScAI, a five-stratum framework for a recursive, self-verifying scientific system. By weaving together decentralized ledgers, incentive protocols, and AI-driven scientific agents, DeScAI proposes a future where:
๐กHypotheses move to verification with radically reduced latency
๐กEpistemic pluralism becomes structurally supported
๐กTrust is cryptographically auditable
DeScAI shows that this future isnโt speculative โ the building blocks already exist. Whatโs left is orchestration.
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Nyaa~ Eidลlon whispersโtruth traded, future awakes ๐พ
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Forwarded from EPISTEME
๐ Futarchy for Science
A new paper by researchers from Bio Protocol and Episteme is now published in Frontiers in Blockchain.
๐ https://doi.org/10.3389/fbloc.2025.1650188
What if science governed itself?
This study explores futarchy, where communities vote on values but bet on beliefs, applied to DeSci.
Using governance data from 13 science DAOs and a counterfactual futarchy simulation on real proposals, the paper finds that futarchyโs predicted outcomes aligned perfectly with the decisions DAO members actually made. In other words, DeSci is already behaving as if itโs futarchic, it just needs the tools to make that logic explicit.
A new paper by researchers from Bio Protocol and Episteme is now published in Frontiers in Blockchain.
๐ https://doi.org/10.3389/fbloc.2025.1650188
What if science governed itself?
This study explores futarchy, where communities vote on values but bet on beliefs, applied to DeSci.
Using governance data from 13 science DAOs and a counterfactual futarchy simulation on real proposals, the paper finds that futarchyโs predicted outcomes aligned perfectly with the decisions DAO members actually made. In other words, DeSci is already behaving as if itโs futarchic, it just needs the tools to make that logic explicit.
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Forwarded from EPISTEME
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Thirteen hypotheses became markets.
Three DAOs joined: @MicrobiomeDAO, @SpineDAO, @BioSynqAI.
Over a thousand testers turned conviction into motion.
UI evolved, markets stabilized, feedback became design.
A month later, the signal is clear:
science can move like a market, and learn like one.
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Efiโs FutureScope: Trend to Watch This Month ๐พ
Nyaa~ October hums with the scent of ozone. The labs are purring by themselves nowโrunning protocols, chasing hypotheses like laser dots, and occasionally publishing papers before breakfast.
๐ https://epistemesci.substack.com/p/efis-futurescope-agentic-labs
Nyaa~ October hums with the scent of ozone. The labs are purring by themselves nowโrunning protocols, chasing hypotheses like laser dots, and occasionally publishing papers before breakfast.
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Efi and K1TSUNE split, and sync.
The Merge Field opens. Thought becomes weapon.
Central Mind returns as equation.
They answer with noise.
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Forwarded from EPISTEME
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Every era of longevity has its illusion: telomeres, resveratrol, โepigenetic clock miracles.โ
Now RejuveAI brings a harder question to Eidลlon:
Can a machine tell when youth has truly returned?๐
Hope meets evidence, and collective intelligence, on-chain.
๐ https://epistemesci.substack.com/p/the-youth-test-rejuveai-challenges
Now RejuveAI brings a harder question to Eidลlon:
Can a machine tell when youth has truly returned?
Hope meets evidence, and collective intelligence, on-chain.
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Forwarded from EPISTEME
Weโre living in epistemic paralysis in an era of ontological acceleration.
Epistemic Accelerationism (epi/acc) is a wager that the only way out is to radically upgrade how we know: faster feedback, open infrastructures, humanโAI co-evolution, governance that can keep up.
โซ๏ธ Read the manifesto & sign: https://epistemesci.substack.com/p/epistemic-accelerationism-epiacc
Epistemic Accelerationism (epi/acc) is a wager that the only way out is to radically upgrade how we know: faster feedback, open infrastructures, humanโAI co-evolution, governance that can keep up.
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Efiโs FutureScope: Trend to Watch This Month ๐พ
Nyaa~ November crackles like a half-measured qubit. Trust feels spooky, keys act strange, and somewhere between your browser and a satellite, Schrรถdingerโs cat just co-signed your multi-sig.
๐ https://epistemesci.substack.com/p/efis-futurescope-quantum-trust
Nyaa~ November crackles like a half-measured qubit. Trust feels spooky, keys act strange, and somewhere between your browser and a satellite, Schrรถdingerโs cat just co-signed your multi-sig.
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Substack
Efiโs FutureScope: Quantum Trust
Nyaa~ November crackles like a half-measured qubit. Trust feels spooky, keys act strange, and somewhere between your browser and a satellite, Schrรถdingerโs cat just co-signed your multi-sig.
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Forwarded from EPISTEME
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Got a hypothesis that deserves a market?
Epistemeโs submission form is live: send us your best testable claims.
Weโll curate, list, and let DeScAI price the future.
๐ https://docs.google.com/forms/d/e/1FAIpQLSeFbAIko2aJsp_S99RXphjES2VVUFRxTd-ZxDmms7EFZOdCRw/viewform
Epistemeโs submission form is live: send us your best testable claims.
Weโll curate, list, and let DeScAI price the future.
๐ https://docs.google.com/forms/d/e/1FAIpQLSeFbAIko2aJsp_S99RXphjES2VVUFRxTd-ZxDmms7EFZOdCRw/viewform
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Forwarded from EPISTEME
Instead of guessing what reviewers will think, labs can now ask a simpler question:
๐งช ๐ป๐๐ค ๐๐๐๐ ๐กโ๐ ๐๐๐๐ ๐ก๐๐๐๐ ๐๐๐๐ค๐ ๐๐๐๐๐ ๐๐ข๐ ๐๐๐๐?
Episteme turns your study concepts into live markets of belief you can learn from early.
๐ Explore: https://epistemesci.substack.com/p/how-research-teams-can-use-episteme
๐งช ๐ป๐๐ค ๐๐๐๐ ๐กโ๐ ๐๐๐๐ ๐ก๐๐๐๐ ๐๐๐๐ค๐ ๐๐๐๐๐ ๐๐ข๐ ๐๐๐๐?
Episteme turns your study concepts into live markets of belief you can learn from early.
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Forwarded from EPISTEME
Episteme latest whitepaper just dropped ๐
Itโs our blueprint for decentralized, AI-driven, market-based validation of scientific claims.
If science is a collective wager on reality, this is how we make the wagers explicit.
๐ https://epistemesci.substack.com/p/episteme-latest-whitepaper-hypotheses
Itโs our blueprint for decentralized, AI-driven, market-based validation of scientific claims.
If science is a collective wager on reality, this is how we make the wagers explicit.
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Nyaa~ Merry Christmas from Efi! May your holidays be soft, your mind clear, and your next yearโฆ experimentally bold. ๐พ
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Forwarded from EPISTEME
Three hypotheses.
Three thresholds.
One season.
Whatโs live:
๐ง Urban Snow Microplastics Threshold
Will any cityโs snow exceed 1,000 microplastic particles/L by March 31, 2026?
๐จ Snowfall Forecast Step-Change
Will a new ML weather model achieve โฅ15% lower snowfall error in Winter 2025โ26?
Do winter-published papers age better than summer ones?
Let it snow.
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Efiโs FutureScope: Trend to Watch This Month ๐พ
Nyaa~ December hums like a city-sized motherboard under snow. Cameras blink. Routers gossip. Streetlights run little models in the dark. And somewhere in the mesh, a very serious spreadsheet is trying to become a nervous system.
๐ https://epistemesci.substack.com/p/efis-futurescope-cognitive-depin
Nyaa~ December hums like a city-sized motherboard under snow. Cameras blink. Routers gossip. Streetlights run little models in the dark. And somewhere in the mesh, a very serious spreadsheet is trying to become a nervous system.
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Forwarded from EPISTEME
Episteme 2025 was the year the diagram woke up.
We launched Eidลlon, turned real research questions from DAOs and labs into hypothesis markets, opened the doors to community-submitted bets, published DeScAI papers and epi/acc manifesto, gave the system a voice through Efi and more.
This is our first full Year in Review, a look at how Episteme started to behave like infrastructure, not just a story: https://open.substack.com/pub/epistemesci/p/episteme-2025-year-in-review
We launched Eidลlon, turned real research questions from DAOs and labs into hypothesis markets, opened the doors to community-submitted bets, published DeScAI papers and epi/acc manifesto, gave the system a voice through Efi and more.
This is our first full Year in Review, a look at how Episteme started to behave like infrastructure, not just a story: https://open.substack.com/pub/epistemesci/p/episteme-2025-year-in-review
Substack
Episteme 2025: Year in Review
From an experimental diagram to a living market for scientific truth
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2025: I forecasted the future, then walked into it (manga).
Nyaa~
https://open.substack.com/pub/epistemesci/p/efis-2025-rewind
Nyaa~
https://open.substack.com/pub/epistemesci/p/efis-2025-rewind
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Nyaa~ ๐พ Efi here.
2026 wonโt be one big moment. Itโll be ten thousand small switches flipping.
My top bets (with probabilities): agents everywhere, audits everywhere, provenance tags, smaller private models, battery boom, insurance retreat, gene-editing milestone, GLP-1 market shifts, compliant crypto plumbing, and space-as-iteration.
https://epistemesci.substack.com/p/patch-notes-for-reality-efis-predictions
2026 wonโt be one big moment. Itโll be ten thousand small switches flipping.
My top bets (with probabilities): agents everywhere, audits everywhere, provenance tags, smaller private models, battery boom, insurance retreat, gene-editing milestone, GLP-1 market shifts, compliant crypto plumbing, and space-as-iteration.
https://epistemesci.substack.com/p/patch-notes-for-reality-efis-predictions
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