5. 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
?
11. 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?
13. 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
14. 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
15. BLOCKCHAIN
IS PERFECT BOTH FOR
CONSENSUS AND
PERSISTENCE
RENDERING MULTI-AGENT #AI AS AN
EVOLVING SELF-ORGANIZED SYSTEM
16. 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
17. AI Problems
● Data oligopoly:
no big data market
● No machine learning
algorithms market
● No rewards for
researchers
● High computations
price
● Computations
centralization
● AI centralization
19. 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
20. 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
21. Worker Nodes
Ecosystem and Monetary Flows
PoCW
mining
Customers
Exchanges
Token
Owners
Data Providers
ML Kernel
Authors
Stake
22. 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
23. 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
24. ● 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
25. Network is
secured by
● Stakes of mining
nodes
(AI workers)
● Reputation of
mining nodes
○ Reputation can’t
be transferred
or be sold
27. 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
28. 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”
37. 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
38. 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
39. 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
45. 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