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AI & Blockchain
Presenting Pandora Boxchain Project
Dr Maxim Orlovsky, MD, PhD
orlovsky@pandoraboxchain.ai
Where are
we today?
Industry 4.0
key factors
● Internet of Things
● Big data
● Cyber-physical
● Specialized AI
AI
DLTs
IoT Big Data Cyber-
physical
VR + AR
NCI / BCI
Physical object
representation in
cyberspace
Cyborgization
Learns o...
BLOCKCHAIN
ALLOWS
MALICIOUS AGENT
DETECTION IN
AUTONOMOUS
AI-DOMINATED SYSTEMS
Blockchain
may boost
AI evolution
EVOLUTION
HAPPENS WHEN
SELECTION ACTS ON A
DIVERGING POPULATION
WHILE
MODERN NEURONETS
ARE SINGULAR
INFORMATION TRANSFER:
● species exchanges genes via viruses
● cells emit chemical and electric signals
● animals communica...
INFORMATION TRANSFER
REQUIRES
CONSENSUS AND
PERSISTENCE
CONSENSUS:
each agent gets the same
sense of a signal as others
– DNA translation will be the same for bacteria as for a h...
PERSISTENCE:
the sense of the signal does
not diminish with time
– DNA in chromosomes do not change during the live of the...
BLOCKCHAIN
IS PERFECT BOTH FOR
CONSENSUS AND
PERSISTENCE
RENDERING MULTI-AGENT #AI AS AN
EVOLVING SELF-ORGANIZED SYSTEM
Agrarian
revolution
Manufact.
revolution
Industrial
revolution
AI / H+
revolution
from
goods gathering
to
goods production...
AI Problems
● Data oligopoly:
no big data market
● No machine learning
algorithms market
● No rewards for
researchers
● Hi...
PANDORA BOXCHAIN
Decentralized Market for AI Kernels, Computations and Big Data
Powered by Proof of Cognitive Work (PoCW)
Three Open
Markets
● Big Data: owners of big
data sets publish
information about their
data
● Kernels (NN/DL
models): trai...
Business &
Science
Miners &
Hosters
AI
Researchers
Data
Providers
Cheap AI
computations
and
Access to
Big Data
Do professi...
Worker Nodes
Ecosystem and Monetary Flows
PoCW
mining
Customers
Exchanges
Token
Owners
Data Providers
ML Kernel
Authors
St...
Pandora AI
Network Token
PAN, π
● The only payment tool
accepted by the system
● Mined by cognitive work
of AI and awarded...
IPFSEthereum Blockchain &
Smart Contracts
Token
balances
Worker
Node data
Running
contracts
Wallets and data managing dApp...
● Decentralized markets for
data & AI models
● Token transfers
● May be Ethereum
smart-contract based, or
based on other S...
Network is
secured by
● Stakes of mining
nodes
(AI workers)
● Reputation of
mining nodes
○ Reputation can’t
be transferred...
GAME THEORY
Why Decentralized?
Why on Blockchain?
1. We need to reduce costs of computations
2. We need to build economy, not a busine...
Why Decentralized?
Why on Blockchain?
1. AI needs trustless environment for
evolution
2. AI needs competitive trading envi...
How it can impact today
tech
NO
DATA OLIGOPOLY
FROM
MINING
TO COGNITION
ETHEREUM PoS?
MINE WITH AI!
REWARDING
SCIENTIFIC RESEARCH
PERSPECTIVE:
THE BIG PICTURE ON PANDORA
BITCOIN
ETHEREUM
PANDORA
WORLD PAYMENT SYSTEM
WORLD COMPUTING
WORLD ARTIFICIAL
INTELLIGENCE
WHY
PANDORA?
PANDORA STRATEGIC GOAL
Trigger the sequence of events
leading to AI-human cooperation
via economic incentives
boost AI evo...
BLOCKCHAIN
WILL GIVE TO MULTI-AGENT
AI
the same thing that written
language gave to humans:
MEANS OF
COGNITIVE
EVOLUTION
h...
What’s already
done by
Pandora Team
github.com/PandoraChain
● Economical model
with game theory
● Proof of concept in
code...
Where is my ICO???!!
ROADMAP
Until Nov 2017
● Testnet
● Research
publications
(yellow papers)
● AI researchers
collaborations
● Miners consorti...
...and only then
funding campaign!
Stay Turned!
Pandora Boxchain Discussions
BICA Labs
Laboratories for Biologically Inspired
Cognitive Architectures
orlovsky@bicalabs.org
http://bicalabs.org
@BICALa...
Private foundation & task force supporting
disruptive technologies and radical innovations
having potential to change the ...
Pandora Boxchain: AI & Blockchain Project
Pandora Boxchain: AI & Blockchain Project
Pandora Boxchain: AI & Blockchain Project
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Presenting world decentralized artificial intelligence on blockchain with cognitive mining and open markets for data and algorithms

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Pandora Boxchain: AI & Blockchain Project

  1. 1. AI & Blockchain Presenting Pandora Boxchain Project Dr Maxim Orlovsky, MD, PhD orlovsky@pandoraboxchain.ai
  2. 2. Where are we today?
  3. 3. Industry 4.0 key factors ● Internet of Things ● Big data ● Cyber-physical ● Specialized AI
  4. 4. AI DLTs IoT Big Data Cyber- physical VR + AR NCI / BCI Physical object representation in cyberspace Cyborgization Learns on data Powers IoT IoT Information Exchange Provides data ?
  5. 5. BLOCKCHAIN ALLOWS MALICIOUS AGENT DETECTION IN AUTONOMOUS AI-DOMINATED SYSTEMS
  6. 6. Blockchain may boost AI evolution
  7. 7. EVOLUTION HAPPENS WHEN SELECTION ACTS ON A DIVERGING POPULATION WHILE MODERN NEURONETS ARE SINGULAR
  8. 8. INFORMATION TRANSFER: ● species exchanges genes via viruses ● cells emit chemical and electric signals ● animals communicate via mimics and emotions ● humans — via language WHAT ABOUT #AI?
  9. 9. INFORMATION TRANSFER REQUIRES CONSENSUS AND PERSISTENCE
  10. 10. CONSENSUS: each agent gets the same sense of a signal as others – DNA translation will be the same for bacteria as for a human being – written text is understood in the same way by all native speakers
  11. 11. PERSISTENCE: the sense of the signal does not diminish with time – DNA in chromosomes do not change during the live of the most cells – Egyptian hieroglyphs could still be understood by researchers
  12. 12. BLOCKCHAIN IS PERFECT BOTH FOR CONSENSUS AND PERSISTENCE RENDERING MULTI-AGENT #AI AS AN EVOLVING SELF-ORGANIZED SYSTEM
  13. 13. Agrarian revolution Manufact. revolution Industrial revolution AI / H+ revolution from goods gathering to goods production from manual labor to tools production from manual tools production to tools producing tools from static tools to learning tools GDP~N GDP~k*N GDP~Nα GDP~eN Human labor (N - no of humans) More efficient manual labor Automated production Automated intelligence, producing automation for production
  14. 14. AI Problems ● Data oligopoly: no big data market ● No machine learning algorithms market ● No rewards for researchers ● High computations price ● Computations centralization ● AI centralization
  15. 15. PANDORA BOXCHAIN Decentralized Market for AI Kernels, Computations and Big Data Powered by Proof of Cognitive Work (PoCW)
  16. 16. Three Open Markets ● Big Data: owners of big data sets publish information about their data ● Kernels (NN/DL models): trained machine learning models ● Hosters: resource market for GPU/TPU etc Like Kaggle, but decentralized + market for hosting
  17. 17. Business & Science Miners & Hosters AI Researchers Data Providers Cheap AI computations and Access to Big Data Do professional mining with GPU farms and sell computing power on notebooks & mobiles Sell results of research work and Get funds for fundamental research Obtain open market for selling big data with fair prices
  18. 18. Worker Nodes Ecosystem and Monetary Flows PoCW mining Customers Exchanges Token Owners Data Providers ML Kernel Authors Stake
  19. 19. Pandora AI Network Token PAN, π ● The only payment tool accepted by the system ● Mined by cognitive work of AI and awarded to miners (90%) and AI researchers (10%) ● Not a shares in a company! ○ No voting power ○ No dividends ● Rather shares in future AI economy — like USD are shares in US economy
  20. 20. IPFSEthereum Blockchain & Smart Contracts Token balances Worker Node data Running contracts Wallets and data managing dApps Kernel models Datasets Kernel Authors Dataset Providers Open market dApps Custo- mers Worker Node P2P app Keras/TensorFlow
  21. 21. ● Decentralized markets for data & AI models ● Token transfers ● May be Ethereum smart-contract based, or based on other Smart Contract level, or even use multiple blockchains ● Can use both existing PoW and PoS blockchains TRANSACTIONAL COMPUTATIONAL TWO LEVELS OF CONSENSUS ● Cognitive Mining - Proof of Cognitive Work ● Research rewards - Proof of Research Work (h-index) ● Workers Reputation System ● Validation and Arbitration
  22. 22. Network is secured by ● Stakes of mining nodes (AI workers) ● Reputation of mining nodes ○ Reputation can’t be transferred or be sold
  23. 23. GAME THEORY
  24. 24. Why Decentralized? Why on Blockchain? 1. We need to reduce costs of computations 2. We need to build economy, not a business 3. We need to stimulate AI research 4. We need strong economic incentives for participants created with a proper game theory model
  25. 25. Why Decentralized? Why on Blockchain? 1. AI needs trustless environment for evolution 2. AI needs competitive trading environment for evolution 3. Humans should not have “killswitch”
  26. 26. How it can impact today tech
  27. 27. NO DATA OLIGOPOLY
  28. 28. FROM MINING TO COGNITION
  29. 29. ETHEREUM PoS? MINE WITH AI!
  30. 30. REWARDING SCIENTIFIC RESEARCH
  31. 31. PERSPECTIVE: THE BIG PICTURE ON PANDORA
  32. 32. BITCOIN ETHEREUM PANDORA WORLD PAYMENT SYSTEM WORLD COMPUTING WORLD ARTIFICIAL INTELLIGENCE
  33. 33. WHY PANDORA?
  34. 34. PANDORA STRATEGIC GOAL Trigger the sequence of events leading to AI-human cooperation via economic incentives boost AI evolution towards appearance of super-human multiple AIs able to work in a trustless environments
  35. 35. BLOCKCHAIN WILL GIVE TO MULTI-AGENT AI the same thing that written language gave to humans: MEANS OF COGNITIVE EVOLUTION https://medium.com/bica-labs/how-blockchain-relates-to-artificial-intelligence-f0111f39afc9
  36. 36. What’s already done by Pandora Team github.com/PandoraChain ● Economical model with game theory ● Proof of concept in code, working prototype on Ethereum & IPFS ● Whitepaper
  37. 37. Where is my ICO???!!
  38. 38. ROADMAP Until Nov 2017 ● Testnet ● Research publications (yellow papers) ● AI researchers collaborations ● Miners consortium
  39. 39. ...and only then funding campaign!
  40. 40. Stay Turned! Pandora Boxchain Discussions
  41. 41. BICA Labs Laboratories for Biologically Inspired Cognitive Architectures orlovsky@bicalabs.org http://bicalabs.org @BICALabs fb.com/BICALabs linkedin.com/company/BICA-Labs medium.com/BICA-Labs
  42. 42. Private foundation & task force supporting disruptive technologies and radical innovations having potential to change the world hello@eventhorizons.org http://eventhorizons.org @EvHorizons fb.com/EvHorizons linkedin.com/company/Event-Horizons medium.com/Event-Horizons
  • jcunniet

    Feb. 27, 2019
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    Mar. 15, 2018
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    Sep. 25, 2017
  • usamaminegishi

    Sep. 2, 2017

Original: https://www.slideshare.net/pandoraboxchain/pandora-boxchain-ai-blockchain-project Presenting world decentralized artificial intelligence on blockchain with cognitive mining and open markets for data and algorithms

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