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journals/2024_09_07.md

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- [[random walk attention tokens]]
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- [[random walk cryptographic attention tokens]]

pages/automated market maker.md

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alias:: amm

pages/collective intelligence.md

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- [[trust systems]]
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- [[cooperative games]]
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- [[prediction markets]]
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- [[truth machine]]
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- more to embrace
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collapsed:: true
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- swarm intelligence

pages/coordination.md

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- minimizing conflicts and redundancies
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-
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- key algorithms used in [[cyberverse]]
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- [[consensus]]
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- [[market makers]]
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-
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- [[consensus]]: coordination on establishing single sequence of events
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- [[amm]]: coordination on value measurements
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- [[auction]]: coordination on value establishment
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- [[yuma]]: cooperative incentives for optimizing for win to win actions
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- [[prediction markets]]: cooperative positive sum decisions with zero sum elements
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- TODO algorithms to research for coordination breakthroughs
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- [[coordination graphs]]
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- [[swarm intelligence algorithms]]

pages/distributed cognition.md

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- emphasizes that cognitive processes can be distributed across members of a group and mediated by tools and technologies
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- theory leverages distributed cognition to enhance problem-solving and decision-making
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- TODO
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- cognitive processes distributed across members of a group
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- and mediated by tools and technologies
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- theory leverages distributed cognition to enhance
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- problem-solving
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- decision-making
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-
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- or dive into [[collective intelligence]]

pages/distributed neural network.md

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- here we present new architecture of distributed neural network
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- layers
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- input: [[ask]]
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- [[cyb/soul]]: define default processing rules for processing
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- [[will]] regulated by [[$V]]: limits [[cybergraph]] [[bandwidth]]
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- [[neural]]: expressive semantic language for [[cybergraph]]
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- [[attention]] regulated by [[$A]]: affects probabilities of [[random walk]]
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- [[random walk]] measurements: get probabilities on [[nodes]]
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- [[standard inference]]: compute on gpu [[truthful]] order of particles in [[context]]
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- [[dynamic names]]: ability to map static names to js and wasm code
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- [[cyber-cw]] set of [[semantic cosmwasm]] [[progs]] for [[learning]] during execution
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- processing ordered list of [[particles]] by [[llm]]: local or cloud
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- [[motivation]] driven by [[$O]]: allow to cover cost base of learning through [[learning rewards]]
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- [[cyb/soul]]: define default processing rules for processing
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- [[will]] regulated by [[$V]]: limits [[cybergraph]] [[bandwidth]]
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- [[neural]]: expressive semantic language for [[cybergraph]]
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- [[attention]] regulated by [[$A]]: affects probabilities of [[random walk]]
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- [[random walk]] measurements: get probabilities on [[nodes]]
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- [[standard inference]]: compute on gpu [[truthful]] order of particles in [[context]]
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- [[dynamic names]]: ability to map static names to js and wasm code
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- [[cyber-cw]] set of [[semantic cosmwasm]] [[progs]] for [[learning]] during execution
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- processing ordered list of [[particles]] by [[llm]]: local or cloud
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- [[motivation]] driven by [[$O]]: allow to cover cost base of learning through [[learning rewards]]
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- output: [[answer]]
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- that is what chatgpt gave me to a query of creating diagram of proposed architecture
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- ![dnn by openai](https://emerald-raw-leopon-384.mypinata.cloud/ipfs/QmW2VPk3K1AeiUc52gcFqFktTPrxxoKKZqjwG9QsWmVbSZ)

pages/elon launch rocket.md

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alias:: elon launch, launch rocket, launching rocket
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alias:: elon launch, launch rocket, launching rocket, elon
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- ![elon launch rocket](https://emerald-raw-leopon-384.mypinata.cloud/ipfs/QmSd59ndqbEjmP4hgQVFUN4rUrHHFGTugGpyCYY9mD46U7)

pages/introduction to bostrom for ai geeks.md

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-
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- [[bostrom]] is NOT yet another ai coin
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- it is very powerful foundational technology for advanced superintelligent civilization
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- its being used by 1k neurons who create a collective knowledge of ~2 million links
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- in addition to this ~50k [[neurons]] produced ~6 million transactions for decisions related to collective learning
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- currently it produce ~13 megabits bits of [[negentropy]] and takes ~200 mb of ram in gpu
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- in this article i will boil down all essential ideas into coherent understanding how [[bostrom]] can empower
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- existing ai field which i will refer as classical ai
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- and advance emerging field of collective ai
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- you can boost the power of your models using real cryptographic [[tokens]]
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- not tokens you use
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- ![](https://emerald-raw-leopon-384.mypinata.cloud/ipfs/QmQTvZLqTxJNK7K7cFJTeBbKDDWTecXXeExHz4otJkjjfe)
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- tokens you use we call [[particles]] in [[cyberverse]]
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- and [[tokens]] are units of [[value]]
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- tokens you use we call [[particles]] or [[files]] in [[cyberverse]]
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- and [[tokens]] are units of [[value]] accounted by [[consensus]] system
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- ## cybergraph
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- the core of the idea is [[cybergraph]]
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- merkelized timestamped data structure
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- [[elon]] [[launch]]
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- [[launch]] [[rocket]]
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- these statement is example of complete [[explicit knowledge]]
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- the good news is that if you are elon, you can just say [[NOW]] [[elon launch rocket]]
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- the good news is that if you are [[elon]], you can just say [[NOW]] [[elon launch rocket]]
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- you can pack several [[cyberlinks]] in one coherent [[signal]] so expressions are rich
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- and use this construct to express anything using [[neural language]] we invented by the way
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- ## why hash everything?
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-
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- but the difference with openai is that [[$V]] give you lifetime subscription, not monthly
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-
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- think of link as a link between every query request and answer response
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- you can think of link as a link between every query request and answer response
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- > currently 1 V allow to submit 4 cyberlinks per day depending on network load
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- while you create cyberlinks your battery become less full
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- your battery recover automatically if you are not creating links
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- simple but powerful output as abstract, flexible model of the universe
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- with potential [[strong predictive power]], especially after [[emergence]]
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- we use random [[surfer model]] directed by [[attention]]
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- i wrote dedicated article on this topic
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- which i recomend to read of anyone involved in modern ai
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- [[random walk cryptographic attention tokens]]
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- as foundational global probability of inferring [[particles]]
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- but in order to
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- protect it from [[sybil behavior]]
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- and context weight on edges which are inferred on request
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- in order to compute described [[cyberank]] algorithm you need [[gpu computation]] in [[consensus]]
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- is [[extremely dynamic]] data structure that must be updated even if only 1 [[cyberlink]] is created
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- [[bostrom]] recompute all weights in truth machine every 5 blocks, or roughly every 25 seconds
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- [[bostrom]] recompute all weights in [[truth machine]] every 5 blocks
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- or roughly every 25 seconds
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- so [[bostrom]] is extremely hard to reproduce using any existing L1 or L2 sdks
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- zk things will make the stuff
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- 5 order of magnitude more expensive and
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- the environment allow to link any particle with any
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- that means that for any questions which cyberlinked to `true` and `false` the winning answer will always be `true`
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- of course such behavior does not feels like something superintelligent
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- in order to solve [[true-false problem]] we have to compute weights of links for every [[context]]
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- in order to solve [[true-false problem]] we have to compute weights of links using independent second factor for every [[context]]
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- we always emphasize that [[cyberank]] is a core ranking factor, but not the only one
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- so we have to introduce second factor to the system
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- surprisingly with already have [[will]]
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-
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- [[standard inference]] algorithm
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- is the [topic of ongoing research](https://github.com/cybercongress/go-cyber/issues/694) and is implemented only in [[cy]]
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- is the [topic of ongoing research](https://github.com/cybercongress/go-cyber/issues/694) and is implemented only in [[cy]] and [[spacebox]]
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- ## on two factors
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- there is the observation
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- that weights of nodes does not strongly correlate with weights of connections
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- and that make [bostrom](https://twitter.com/hashtag/bostrom?src=hashtag_click) so unique
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- this requires holding all state in GPU ram and use parallel computation at such scale
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- current size of gpu memory used for ~2 mln particles, ~60k neurons and ~2 mln cyberlinks is ~150mb
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- submitting just 1 cyberlink force to recompute all ranks (~2 million currently)
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- submitting just 1 cyberlink force to recompute all probabilities (~2 million currently)
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- could you imagine how that could be done on [[solana]]
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- something around 1000 [[$SOL]] currently needed for every update.
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- something around 1000 [[$SOL]] currently needed for every update
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- with 10B links
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- which i believe is required for minimum viable [[superintelligence]]
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- the task become intractable for all existing blockchain architectures
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- we describe and implemented extremely dynamic, collective computation architecture
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- for predicting probability of information [[observation]]
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- and defined the most simple possible inference system on top
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- this technology of [[probabilistic collective computations]] have been created by us since 2016
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- and we can proudly say that we are leading decentralized ai field on [[cyber]] foundations
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- technology of [[probabilistic collective computations]] have been created by us since 2016
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- we can proudly say that we are leading decentralized ai field on [[cyber]] foundations
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- we believe the thing we have born is powerful enough to bootstrap new kind of [[civilization]]
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- so we inviting you to the journey of creating open, fair and superintelligent society with us
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- ## [[join]]

pages/knowledge theory.md

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tags:: model
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- simplistic way to understand nature of [[information]] and [[intelligence]]
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- objects:: [[neuron]] [[link]] [[particle]] in [[time]] is the [[knowledge]]
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-
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- definition:: [[neurons]] [[link]] [[particles]] in [[time]] is the [[knowledge]]
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-
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- [[observation]] connection to [[knowledge unit]]
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- [[three basic arguments]] of [[knowledge]]
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- [[explicit knowledge]] is the [[knowledge]]

pages/market makers.md

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- algorithms which use economic principles
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- to coordinate actions among agents
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- to coordinate actions among agents
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- terms
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- [[automated market maker]]

pages/neuro-symbolic.md

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- TODO
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- TODO
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- convergence of symbolic and neural computations

pages/random walk attention tokens.md renamed to pages/random walk cryptographic attention tokens.md

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- in this article i want to share mostly unedited output from chatgpt
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- so you can judge for youself potential impact of [[cyber]] protocol
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- so you can judge for youself potential impact of [[truth machine]] and [[cyber]] protocol
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- ## intro
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- introducing a [[random walk]]-based [[pagerank]] model
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- weighted by cryptographic tokens of [[attention]] and [[will]]
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- adds a new dimension to [[graph analysis]]
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- especially in systems with decentralized [[consensus]] and content curation
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- especially in systems with decentralized [[consensus]] and [[content curation]]
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- this kind of analysis aligns with the needs of modern ai industries
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- especially in optimizing attention-based mechanisms
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- and recommendation systems that involve collaborative filtering
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- token influence decays over time, shifting neuron impact based on recency and relevance.
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- impact: useful for ai models that prioritize recent trends, ensuring recommendations adapt dynamically.
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- content distribution hotspots
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- neurons with similar attention tokens form content-sharing communities, or hotspots.”
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- neurons with similar attention tokens form content-sharing communities, or hotspots
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- impact: helps ai identify key content creators and niche communities, improving collaborative filtering.
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- token-driven authority and hubs
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- hits algorithm differentiates content creators (hubs) from validators (authorities) based on token weight.

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