unfinished notes on collective intelligence

pages/bootloader.md

@@ -1,4 +1,5 @@
 tags:: bostrom, aos, cyber
+alias:: bootloading
 
 - [[cybergraph]] with particular [[cyberlinks]], [[neurons]] and [[tokens]]
 - [[bostrom]] blockchain is launched to form the bootloader of [[cyber]]

pages/collective intelligence.md

@@ -1,2 +1,45 @@
-- discover more [[concepts]]
--
+alias:: collective intelligence theory
+
+- scientific field, which examines how
+	- groups of individuals collaborate and pool their [[knowledge]] and [[tokens]]
+	- to solve problems, make decisions, and create new [[knowledge]]
+- foundations are built on principles from: biology, sociology, psychology, computer science, and economics
+- ## key concepts
+	- [[consensus]]
+	- [[diversity]]
+	- [[distributed cognition]]
+	- [[self-organization]]
+	- [[stigmergy]]
+	- [[coordination]]
+	- [[cooperation]]
+	- [[emergence]]
+- ## key algorithms
+	- [[delphi method]]
+	- [[trust systems]]
+	- [[cooperative games]]
+	- [[prediction markets]]
+	- more to embrace
+	  collapsed:: true
+		- swarm intelligence
+		- genetic algorithms
+		- crowd sourcing
+		- collaborative filtering
+		- ensemble learning
+		- network analysis
+- basic evidence which is interesting
+  collapsed:: true
+	- `c` as measure of collective intelligence
+	- according to woolley is not correlated with `c`
+		- team cohesion
+		- motivation
+		- satisfaction
+	- they claim that factors were found as significant correlates
+		- the variance in the number of speaking turns
+		- group members average social sensitivity
+		- proportion of females => women are collectively smarter
+		- providing multiple team members the chance to speak up made a group more intelligent
+		- groups that are moderately diverse in [cognitive style](https://en.wikipedia.org/wiki/Cognitive_style)
+			- have higher collective intelligence
+			- than those who are very similar in cognitive style or very different
+- collective intelligence of [[bostrom]] and [[spacepussy]] offers simpler [[learning]]
+- discover more [[concepts]]

pages/cooperation.md

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+- continuous process of [[cooperative games]] between [[neurons]]
+- implemented by [[cybernet]] project

pages/cooperative games.md

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+alias:: feedback provided
+
+- shapley value
+	- solution concept that ensures fair distribution of payoffs among players
+	- based on their contributions to the total value generated by the coalition
+- core
+	- a set of feasible allocations
+	- that cannot be improved upon by any coalition
+	- ensuring stability in cooperative agreements
+- bargaining solutions
+	- algorithms like the nash bargaining solution determine fair agreements in cooperative settings
+	- where parties negotiate to maximize their collective utility
+- cooperative games is basics for [[learning incentives]]
+	- experimentally deployed in [[space pussy]]
+	- [[cybernet]], [[cybertensor]] and [[cyberver]] projects

pages/cyberlink.md

@@ -1,5 +1,5 @@
 tags:: cyber
-alias:: cyberlinks, unit of knowledge
+alias:: cyberlinks, unit of knowledge, simple interactions, expert opinions
 
 - cyberlink is directed link between two [[particles]] of [[information]] signed by [[neuron]] and recorded into [[cyber]] [[vimputer]]
 - primitive [[learning]] act

pages/delphi method.md

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+- structured communication technique
+- that gathers [[expert opinions]] through multiple rounds of questionnaires
+- with [[feedback provided]] after each round to converge on a [[consensus]]

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
+- theory leverages distributed cognition to enhance problem-solving and decision-making

pages/diversity.md

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+- diversity in skills, knowledge, perspectives, and cognitive styles is crucial for collective intelligence
+- diverse groups are better at exploring a wider range of solutions and avoiding groupthink

pages/emergence.md

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+- refers to complex patterns and behaviors that arise from [[simple interactions]] among [[individuals]]
+- explains how group-level intelligence can arise from the interactions of individuals without centralized control
+- [[llm]] is excellent case of emergence
+- [[vimputer]] is a good example of emergent behaviors in collective setting
+- in [[bostrom]] we expect emergence happens on a scale of 10^12 [[cyberlinks]]

pages/information spaces.md

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+- [[state]] of any [[vimputer]]

pages/llm.md

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+alias:: large language model
+
+-

pages/neurons.md

@@ -1 +1,3 @@
+alias:: individuals, users
+
 - currently is alias of [[neuron]]

pages/prediction markets.md

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+- aggregate information from [[neurons]] by allowing them to trade shares in the outcome of future events
+- prices in these markets reflect the collective probability of an event occurring
+- area of ongoing research by [[cyber]] community

pages/self-organization.md

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+- the ability of a system to structure itself without external control
+- enables groups to coordinate and collaborate effectively through local interactions and feedback mechanisms

pages/stigmergy.md

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+- mechanism of indirect coordination through the environment
+- often observed in social insects
+- in human collective intelligent systems
+	- digital platforms can serve as stigmergic environments
+	- where individuals contribute to and modify
+	- shared [[information spaces]]

pages/token.md

@@ -16,5 +16,5 @@ status:: DONE
 	- [[score]]: fungible and immovable
 	- [[badge]]: unique and immovable
 - token term often used in ai field defined in cyberverse as [[particle]]
-- tokens
+- discover best [[tokens]]
 - discover more [[concepts]]

pages/tokens.md

@@ -15,5 +15,6 @@ status:: DONE
 	- will become the [[network]] of the same name with a [[collective learning]] protocol
 	- [[$TOCYB]] is a token issued on [[bostrom]] to organize [[bootloading]] of [[cyber]]
 - ## ethereum
+	- [[$ETH]] as digital oil and [[backbone]]
 - ## bitcoin
 	- [[$BTC]] as digital gold and [[pelvis]]

pages/trust systems.md

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+- aggregate and evaluate user feedback and interactions to establish trust and reputation scores
+- which help in managing the quality and reliability of contributions in online platforms
+- in [[bostrom]] global [[karma]] trust system is implemented