schema version: 1.0.0
graph id: kaal:agentic-claim-graph:pilot-100:v1
state: public_pilot
publication authorized: true
built at: 2026-07-31T22:53:37.641Z
author:
  name: Wulf A. Kaal
  orcid: 0009-0008-7840-1847
source authorities:
  claims index: https://wulfkaal.github.io/claims/index.json
  paper graph: https://github.com/wulfkaal/Academic-Papers/tree/main/knowledge-graph
source counts:
  canonical claims: 5033
  paper graph nodes: 139
  paper graph papers: 127
pilot:
  selected claims: 100
  selection method: deterministic agentic capability relevance v1 with ten-claim per-paper cap
  attribution class: source_derived_only
  exact supporting quotes present: 100
  per claim pdf quote match recomputed: false
  publication gate: Authorized by Wulf A. Kaal for public pilot deployment on 2026-07-31
nodes:
  id: https://orcid.org/0009-0008-7840-1847
  type: Person
  name: Wulf A. Kaal
  role: claim_author
nodes:
  id: kaal:agent-capability:agentic-commerce-and-settlement
  type: AgentCapability
  name: agentic-commerce-and-settlement
nodes:
  id: kaal:agent-capability:coordination-and-incentives
  type: AgentCapability
  name: coordination-and-incentives
nodes:
  id: kaal:agent-capability:decentralized-infrastructure
  type: AgentCapability
  name: decentralized-infrastructure
nodes:
  id: kaal:agent-capability:governance-and-adjudication
  type: AgentCapability
  name: governance-and-adjudication
nodes:
  id: kaal:agent-capability:learning-and-feedback
  type: AgentCapability
  name: learning-and-feedback
nodes:
  id: kaal:agent-capability:legal-and-institutional-governance
  type: AgentCapability
  name: legal-and-institutional-governance
nodes:
  id: kaal:agent-capability:provenance-and-knowledge
  type: AgentCapability
  name: provenance-and-knowledge
nodes:
  id: kaal:agent-capability:reputation-and-identity
  type: AgentCapability
  name: reputation-and-identity
nodes:
  id: kaal:agent-capability:safety-and-accountability
  type: AgentCapability
  name: safety-and-accountability
nodes:
  id: kaal:agent-capability:trust-and-verification
  type: AgentCapability
  name: trust-and-verification
nodes:
  id: kaal:claim:3125827-040
  type: Claim
  canonical url: https://wulfkaal.github.io/claims/3125827-040
  text: A malicious party using Sybil accounts cannot be prevented from cloning the structure of a successful proof of stake blockchain at far lower cost than cloning a proof of work chain, leaving a new user unable to distinguish the truly decentralized chain from a clone that has manufactured even more tokens. The authors answer that this is resolved off chain, by a trusted user interface, as with cloned web pages.
  claim type: failure
  topics: blockchain
  topics: consensus-and-security
  topics: reputation
  scope conditions: new users joining without prior knowledge of the genuine chain
  scope conditions: PoS chains where clone creation costs only new public keys
  attribution class: source_derived
  attribution status: directly_attributable_to_wulf_a_kaal
  verification status: current
  source quote status: present_in_canonical_claim_record
  source quote individual match status: not_recomputed_by_pilot
  confidence: argued
  relevance score: 63
nodes:
  id: kaal:claim:3125827-040:source-passage
  type: SourcePassage
  text: Then, when a new user joins the network, how will they be able to distinguish a truly decentralized blockchain from a cloned blockchain that has manufactured an even larger number of tokens?
  locator status: exact_quote_without_page_locator
nodes:
  id: kaal:claim:3128900-015
  type: Claim
  canonical url: https://wulfkaal.github.io/claims/3128900-015
  text: Semada is stipulated as an autonomous, decentralized, open source protocol on the Ethereum blockchain that enables domain specific reputation verification for human task crowdsourcing.
  claim type: definitional
  topics: reputation
  attribution class: source_derived
  attribution status: directly_attributable_to_wulf_a_kaal
  verification status: current
  source quote status: present_in_canonical_claim_record
  source quote individual match status: not_recomputed_by_pilot
  confidence: asserted
  relevance score: 60
nodes:
  id: kaal:claim:3128900-015:source-passage
  type: SourcePassage
  text: Semada is an autonomous, decentralized, open-source protocol29 that enables domain specific reputation verification for human task crowdsourcing, built on the ETHEREUM blockchain.
  locator status: exact_quote_without_page_locator
nodes:
  id: kaal:claim:3128900-016
  type: Claim
  canonical url: https://wulfkaal.github.io/claims/3128900-016
  text: The protocol lowers cost because it removes the manual verification step and the associated multiplication of micro task work that centralized systems require, letting decentralized workers capture the gains from disintermediation.
  claim type: mechanism
  topics: decentralization
  topics: reputation
  scope conditions: micro task crowdsourcing under the Semada Protocol
  attribution class: source_derived
  attribution status: directly_attributable_to_wulf_a_kaal
  verification status: current
  source quote status: present_in_canonical_claim_record
  source quote individual match status: not_recomputed_by_pilot
  confidence: argued
  relevance score: 62
nodes:
  id: kaal:claim:3128900-016:source-passage
  type: SourcePassage
  text: the Semada Protocol removes the manual verification and the associated multiplication of micro task work necessitated by centralized systems, enabling its decentralized micro task workers to profit from the disintermediation.
  locator status: exact_quote_without_page_locator
nodes:
  id: kaal:claim:3128900-017
  type: Claim
  canonical url: https://wulfkaal.github.io/claims/3128900-017
  text: Reputation tokens supply a staking mechanism that incentivizes high quality work and task completion by workers, and that simultaneously lets requesters verify and track worker quality, integrity, and quantity.
  claim type: design
  topics: reputation
  topics: ai-and-agents
  topics: risk-and-incentives
  topics: tokenomics
  scope conditions: participants staking reputation tokens on the platform
  attribution class: source_derived
  attribution status: directly_attributable_to_wulf_a_kaal
  verification status: current
  source quote status: present_in_canonical_claim_record
  source quote individual match status: not_recomputed_by_pilot
  confidence: asserted
  relevance score: 87
nodes:
  id: kaal:claim:3128900-017:source-passage
  type: SourcePassage
  text: Through the reputation tokens, the Semada Protocol provides a micro task worker reputation staking mechanism that incentivizes high quality work and task completion by workers.
  locator status: exact_quote_without_page_locator
nodes:
  id: kaal:claim:3128900-018
  type: Claim
  canonical url: https://wulfkaal.github.io/claims/3128900-018
  text: Unlike its decentralized competitors, the Semada Protocol is claimed to be resistant to both Sybil attacks and Tyranny of the Majority attacks.
  claim type: design
  topics: consensus-and-security
  topics: governance-design
  scope conditions: comparison with existing decentralized mechanical turk protocols
  attribution class: source_derived
  attribution status: directly_attributable_to_wulf_a_kaal
  verification status: current
  source quote status: present_in_canonical_claim_record
  source quote individual match status: not_recomputed_by_pilot
  confidence: asserted
  relevance score: 65
nodes:
  id: kaal:claim:3128900-018:source-passage
  type: SourcePassage
  text: However, unlike its decentralized competitors, the Semada Protocol ensures Sybil Attack and Tyranny of the Majority attack resistance.
  locator status: exact_quote_without_page_locator
nodes:
  id: kaal:claim:3128900-019
  type: Claim
  canonical url: https://wulfkaal.github.io/claims/3128900-019
  text: The protocol architecture together with its incentive structure is what produces enhanced 51 percent attack resistance, which the author claims exceeds prior reputation verification attempts in both decentralized and centralized networks.
  claim type: mechanism
  topics: consensus-and-security
  topics: risk-and-incentives
  topics: reputation
  topics: blockchain
  scope conditions: reputation verification networks
  attribution class: source_derived
  attribution status: directly_attributable_to_wulf_a_kaal
  verification status: current
  source quote status: present_in_canonical_claim_record
  source quote individual match status: not_recomputed_by_pilot
  confidence: asserted
  relevance score: 77
nodes:
  id: kaal:claim:3128900-019:source-passage
  type: SourcePassage
  text: The Semada Protocol architecture and its incentive structure facilitates enhanced 51% attack resistance unlike any previous reputation verification attempts in decentralized and centralized networks.
  locator status: exact_quote_without_page_locator
nodes:
  id: kaal:claim:3128900-023
  type: Claim
  canonical url: https://wulfkaal.github.io/claims/3128900-023
  text: Rather than repeating the same task across many workers to reach quality, the architecture verifies quality directly by examining and validating individual worker task performance through reputation verification.
  claim type: design
  topics: reputation
  topics: consensus-and-security
  scope conditions: micro tasks routed through the reputation verification architecture
  attribution class: source_derived
  attribution status: directly_attributable_to_wulf_a_kaal
  verification status: current
  source quote status: present_in_canonical_claim_record
  source quote individual match status: not_recomputed_by_pilot
  confidence: argued
  relevance score: 70

id: kaal:claim:3128900-023:source-passage
type: SourcePassage
text: Instead of repeating work on given tasks to attain high quality work products for micro tasks, Semada uses an architecture of reputation verification that examines micro worker task performance and verifies the validity and quality of the work.
locator status: exact_quote_without_page_locator

id: kaal:claim:3128900-024
type: Claim
canonical url: https://wulfkaal.github.io/claims/3128900-024
text: Staking creates disincentives for malicious actors, and it is this disincentive structure that makes the network both more efficient and attack resistant.
claim type: mechanism
topics: reputation
topics: consensus-and-security
topics: risk-and-incentives
scope conditions: workers and verifiers who have reputation tokens at stake
attribution class: source_derived
attribution status: directly_attributable_to_wulf_a_kaal
verification status: current
source quote status: present_in_canonical_claim_record
source quote individual match status: not_recomputed_by_pilot
confidence: argued
relevance score: 74

id: kaal:claim:3128900-024:source-passage
type: SourcePassage
text: Semada staking mechanism creates disincentives for malicious actors, enhancing the efficiency of the Semada Network and making it attack resistant.
locator status: exact_quote_without_page_locator

id: kaal:claim:3128900-037
type: Claim
canonical url: https://wulfkaal.github.io/claims/3128900-037
text: Attack resistance should be designed to increase as the platform grows, in contrast to designs like GEMS that detect and ban malicious actors, because a self enforcement mechanism lets the incentive system steer users away from bad actors once the system matures.
claim type: design
topics: compliance
topics: consensus-and-security
topics: governance-design
scope conditions: after the system reaches maturity
attribution class: source_derived
attribution status: directly_attributable_to_wulf_a_kaal
verification status: current
source quote status: present_in_canonical_claim_record
source quote individual match status: not_recomputed_by_pilot
confidence: argued
relevance score: 74

id: kaal:claim:3128900-037:source-passage
type: SourcePassage
text: Unlike GEMS, which bans malicious actors detected through the GEMS trust mechanism from the platform, the Semada platform has a self-enforcement mechanism.
locator status: exact_quote_without_page_locator

id: kaal:claim:3128900-045
type: Claim
canonical url: https://wulfkaal.github.io/claims/3128900-045
text: Centralized platforms cannot simply drop identity verification, because they need it to keep malicious actors from abusing the network and to ensure work quality; this is the tradeoff a staking based design is meant to dissolve.
claim type: condition
topics: institutional-design
scope conditions: centralized micro task platforms
attribution class: source_derived
attribution status: directly_attributable_to_wulf_a_kaal
verification status: current
source quote status: present_in_canonical_claim_record
source quote individual match status: not_recomputed_by_pilot
confidence: argued
relevance score: 64

id: kaal:claim:3128900-045:source-passage
type: SourcePassage
text: However, centralized micro task platforms need to verify identity to prevent malicious actors from abusing the network and ensure work quality.
locator status: exact_quote_without_page_locator

id: kaal:claim:3128900-046
type: Claim
canonical url: https://wulfkaal.github.io/claims/3128900-046
text: Because the reputation token staking mechanism supplies attack resistance directly, users need not verify their identity to complete micro tasks, which circumvents the costs, delays, and privacy surrender attached to centralized identity verification and thereby enlarges the willing labor pool.
claim type: mechanism
topics: reputation
scope conditions: workers staking reputation tokens rather than proving identity
attribution class: source_derived
attribution status: directly_attributable_to_wulf_a_kaal
verification status: current
source quote status: present_in_canonical_claim_record
source quote individual match status: not_recomputed_by_pilot
confidence: argued
relevance score: 75

id: kaal:claim:3128900-046:source-passage
type: SourcePassage
text: By contrast, on the Semada Platform, users do not need to verify their identity to complete micro tasks. The Semada Protocol architecture, and specifically its reputation token staking mechanism, make the Semada Platform attack resistant.
locator status: exact_quote_without_page_locator

id: kaal:claim:3266953-009
type: Claim
canonical url: https://wulfkaal.github.io/claims/3266953-009
text: Users on internet based platforms earn their reputation but do not own it, so if a platform deletes an account, years of reputation data disappear and users have near zero ability to reclaim it.
claim type: failure
topics: reputation
topics: ai-and-agents
scope conditions: centralized platforms such as Facebook
attribution class: source_derived
attribution status: directly_attributable_to_wulf_a_kaal
verification status: current
source quote status: present_in_canonical_claim_record
source quote individual match status: not_recomputed_by_pilot
confidence: argued
relevance score: 62

id: kaal:claim:3266953-009:source-passage
type: SourcePassage
text: Users earned their reputation but do NOT own reputation - e.g. if Facebook and other internet-based platform businesses accidentally deleted user account, years of data would be removed and users have near zero ability to reclaim the data
locator status: exact_quote_without_page_locator

id: kaal:claim:3266953-017
type: Claim
canonical url: https://wulfkaal.github.io/claims/3266953-017
text: Meaningful and secure reputation tokens supply the incentives needed for secure proof of stake consensus in block production, which eliminates the unsustainable inefficiencies of proof of work based blockchains.
claim type: design
topics: consensus-and-security
topics: reputation
topics: tokenomics
topics: economics
scope conditions: tokens that represent reputation per type of expertise
attribution class: source_derived
attribution status: directly_attributable_to_wulf_a_kaal
verification status: current
source quote status: present_in_canonical_claim_record
source quote individual match status: not_recomputed_by_pilot
confidence: argued
relevance score: 64

id: kaal:claim:3266953-017:source-passage
type: SourcePassage
text: giving the proper incentives for guaranteeing secure proof-of- stake consensus protocols for block production. This eliminates the unsustainable inefficiencies of proof-of-work based blockchains.
locator status: exact_quote_without_page_locator

id: kaal:claim:3266953-018
type: Claim
canonical url: https://wulfkaal.github.io/claims/3266953-018
text: Semada replaces fungible currency staking with reputation staking for block propagation, a consensus algorithm the authors call Semada Proof of Reputation.
claim type: definitional
topics: reputation
topics: consensus-and-security
scope conditions: Semada platform block propagation
attribution class: source_derived
attribution status: directly_attributable_to_wulf_a_kaal
verification status: current
source quote status: present_in_canonical_claim_record
source quote individual match status: not_recomputed_by_pilot
confidence: asserted
relevance score: 61

id: kaal:claim:3266953-018:source-passage
type: SourcePassage
text: Block propagation in the Semada platform is facilitated by staking reputation, not a fungible currency as in PoS. Accordingly, the consensus algorithm is called Semada Proof of Reputation (PoR).
locator status: exact_quote_without_page_locator

id: kaal:claim:3266953-021
type: Claim
canonical url: https://wulfkaal.github.io/claims/3266953-021
text: Because Semada's Anchor Protocol uses reputation scores as a non fungible currency to qualify for block propagation, the resulting proof of reputation consensus is attack resistant, fully decentralized, scalable, and open to evolutionary protocol upgrades.
claim type: design
topics: reputation
topics: consensus-and-security
scope conditions: reputation scores that cannot be transferred
attribution class: source_derived
attribution status: directly_attributable_to_wulf_a_kaal
verification status: current
source quote status: present_in_canonical_claim_record
source quote individual match status: not_recomputed_by_pilot
confidence: argued
relevance score: 61

id: kaal:claim:3266953-021:source-passage
type: SourcePassage
text: Unlike traditional PoS, PoR, e.g. Semada's Anchor Protocol, uses reputation scores as a non-fungible currency to qualify for block propagation. As such, the Anchor protocol (PoR) is attack resistant, fully decentralized, scalable and allows evolutionary protocol upgrades.
locator status: exact_quote_without_page_locator

id: kaal:claim:3373393-019
type: Claim
canonical url: https://wulfkaal.github.io/claims/3373393-019
text: The immutability of the blockchain and its cryptographic security systems provide transactional guarantees that create trust between principals and agents in the integrity of their contractual relationship, and ensure that no participant can circumvent the rules embedded in blockchain code.
claim type: mechanism
topics: blockchain
topics: consensus-and-security
topics: citation-and-knowledge
topics: reputation
attribution class: source_derived
attribution status: directly_attributable_to_wulf_a_kaal
verification status: current
source quote status: present_in_canonical_claim_record
source quote individual match status: not_recomputed_by_pilot
confidence: argued
relevance score: 64

id: kaal:claim:3373393-019:source-passage
type: SourcePassage
text: The immutability of the blockchain and its cryptographic security systems provide transactional guarantees and create trust between principals and agents in the integrity of their contractual relationship.
locator status: exact_quote_without_page_locator

id: kaal:claim:3373393-024
type: Claim
canonical url: https://wulfkaal.github.io/claims/3373393-024
text: Cryptographic hashes increase blockchain security and remove the trust barriers in agency relationships that otherwise require monitoring of agents and generate agency costs.
claim type: mechanism
topics: consensus-and-security
topics: citation-and-knowledge
topics: blockchain
topics: reputation
topics: compliance
topics: corporate-governance
attribution class: source_derived
attribution status: directly_attributable_to_wulf_a_kaal
verification status: current
source quote status: present_in_canonical_claim_record
source quote individual match status: not_recomputed_by_pilot
confidence: argued
relevance score: 64

id: kaal:claim:3373393-024:source-passage
type: SourcePassage
text: Cryptographic hashes used in blockchain technology further increase blockchain security and removes trust barriers in agency relationships that require monitoring of agents and create agency costs.
locator status: exact_quote_without_page_locator

id: kaal:claim:3405401-015
type: Claim
canonical url: https://wulfkaal.github.io/claims/3405401-015
text: Although smart contracting in decentralized systems is perceived as creating trust through preordained coded coordination without agency problems, decentralized commerce is equally afflicted with trust issues.
claim type: failure
topics: reputation
topics: decentralization
topics: smart-contracts
attribution class: source_derived
attribution status: directly_attributable_to_wulf_a_kaal
verification status: current
source quote status: present_in_canonical_claim_record
source quote individual match status: not_recomputed_by_pilot
confidence: argued
relevance score: 63

id: kaal:claim:3405401-015:source-passage
type: SourcePassage
text: While smart contracting in decentralized system can be perceived as creating trust through mathematical and coded — preordained coordination without agency problems, several factors suggest that decentralized commerce via decentralized solutions is equally afflicted with trust issues.
locator status: exact_quote_without_page_locator

id: kaal:claim:3405401-016
type: Claim
canonical url: https://wulfkaal.github.io/claims/3405401-016
text: Trust between counterparties in decentralized systems can only limitedly be assured by smart contracts, because the contract cannot verify the underlying qualities or future conduct of the parties.
claim type: failure
topics: reputation
topics: smart-contracts
topics: risk-and-incentives
topics: decentralization
scope conditions: decentralized systems with anonymous counterparties
attribution class: source_derived
attribution status: directly_attributable_to_wulf_a_kaal
verification status: current
source quote status: present_in_canonical_claim_record
source quote individual match status: not_recomputed_by_pilot
confidence: argued
relevance score: 62

id: kaal:claim:3405401-016:source-passage
type: SourcePassage
text: Trust between counterparties in decentralized systems can only limitedly be assured by smart contracts.
locator status: exact_quote_without_page_locator

id: kaal:claim:3441904-041
type: Claim
canonical url: https://wulfkaal.github.io/claims/3441904-041
text: Reputation based staking removes the corruptive elements of fungible tokens from voting because third parties are less likely to be able to take over a non fungible asset that is organically grown and maintained through actual expertise in the DAO subject matter.
claim type: mechanism
topics: reputation
topics: tokenomics
topics: governance-design
scope conditions: voting by staking non fungible reputation tokens
attribution class: source_derived
attribution status: directly_attributable_to_wulf_a_kaal
verification status: current
source quote status: present_in_canonical_claim_record
source quote individual match status: not_recomputed_by_pilot
confidence: argued
relevance score: 63

id: kaal:claim:3441904-041:source-passage
type: SourcePassage
text: The corruptive elements of fungible assets/tokens are removed because third parties are less likely able to take over a non-fungible assets, such as reputation, that is organically grown and maintained through actual expertise in a given DAO subject matter.
locator status: exact_quote_without_page_locator

id: kaal:claim:3441904-044
type: Claim
canonical url: https://wulfkaal.github.io/claims/3441904-044
text: DAO member reputation should be designed as inflationary rather than as a permanent stock, so that non use such as non staking or non voting leads to value depreciation.
claim type: design
topics: reputation
topics: tokenomics
topics: governance-design
scope conditions: reputation based DAO governance designs
attribution class: source_derived
attribution status: directly_attributable_to_wulf_a_kaal
verification status: current
source quote status: present_in_canonical_claim_record
source quote individual match status: not_recomputed_by_pilot
confidence: argued
relevance score: 63

id: kaal:claim:3441904-044:source-passage
type: SourcePassage
text: The DAO member reputation should be inflationary in the DAO design.
locator status: exact_quote_without_page_locator

id: kaal:claim:3652481-031
type: Claim
canonical url: https://wulfkaal.github.io/claims/3652481-031
text: Reputation based staking removes the corruptive elements of fungible tokens because a third party is less likely to be able to take over a non fungible asset such as reputation that was organically grown and maintained through actual expertise in the DAO's subject matter.
claim type: mechanism
topics: reputation
topics: governance-design
scope conditions: reputation is non fungible and expertise based
attribution class: source_derived
attribution status: directly_attributable_to_wulf_a_kaal
verification status: current
source quote status: present_in_canonical_claim_record
source quote individual match status: not_recomputed_by_pilot
confidence: argued
relevance score: 64

id: kaal:claim:3652481-031:source-passage
type: SourcePassage
text: The corruptive elements of fungible assets/tokens are removed because third parties are less likely able to take over a non-fungible asset, such as reputation, that is organically grown and maintained through actual expertise in a given DAO subject matter.
locator status: exact_quote_without_page_locator

id: kaal:claim:3652481-036
type: Claim
canonical url: https://wulfkaal.github.io/claims/3652481-036
text: Paying DevDAO salaries in fungible stable tokens in proportion to members' non fungible reputation scores makes the economic benefit indirect, which removes corruptive elements and makes the governance design more attack resistant and stable over the long run.
claim type: mechanism
topics: risk-and-incentives
topics: reputation
topics: consensus-and-security
scope conditions: a bifurcated token design with non fungible reputation tokens and fungible salary tokens
attribution class: source_derived
attribution status: directly_attributable_to_wulf_a_kaal
verification status: current
source quote status: present_in_canonical_claim_record
source quote individual match status: not_recomputed_by_pilot
confidence: argued
relevance score: 65

id: kaal:claim:3652481-036:source-passage
type: SourcePassage
text: The salary payments in fungible stable tokens are in proportion to DevDAO members' respective non-fungible reputation token scores. The indirect economic effects remove corruptive elements and make the governance design more attack resistant and stable in the long run.
locator status: exact_quote_without_page_locator

id: kaal:claim:3652481-038
type: Claim
canonical url: https://wulfkaal.github.io/claims/3652481-038
text: DevDAO member reputation is inflationary by design, so that non use, meaning failure to stake reputation tokens or to vote, causes value depreciation, which incentivizes action and makes liveness faults less likely.
claim type: mechanism
topics: reputation
topics: risk-and-incentives
attribution class: source_derived
attribution status: directly_attributable_to_wulf_a_kaal
verification status: current
source quote status: present_in_canonical_claim_record
source quote individual match status: not_recomputed_by_pilot
confidence: argued
relevance score: 60

id: kaal:claim:3652481-038:source-passage
type: SourcePassage
text: The DevDAO member reputation is inflationary in the DevDAO design. As such, non-use, e.g. non-staking of reputation tokens or non-voting, would lead to value depreciation, which incentivizes action and thus value enhancement. Liveness faults become less likely.
locator status: exact_quote_without_page_locator

id: kaal:claim:3652481-039
type: Claim
canonical url: https://wulfkaal.github.io/claims/3652481-039
text: Reputation weighted salary distribution defeats sock puppet attacks, because a member who creates ten accounts holding one reputation token each ends up in the same position as one account holding ten reputation tokens.
claim type: mechanism
topics: consensus-and-security
topics: reputation
scope conditions: salary is distributed in proportion to reputation token holdings
attribution class: source_derived
attribution status: directly_attributable_to_wulf_a_kaal
verification status: current
source quote status: present_in_canonical_claim_record
source quote individual match status: not_recomputed_by_pilot
confidence: argued
relevance score: 61

id: kaal:claim:3652481-039:source-passage
type: SourcePassage
text: This solves the sock- puppet attack because if a DevDAO member creates 10 accounts with 1 reputation token each, it is the same as 1 account with 10 reputation tokens.
locator status: exact_quote_without_page_locator

id: kaal:claim:3782193-030
type: Claim
canonical url: https://wulfkaal.github.io/claims/3782193-030
text: The strong trust that sustained Maghribi trade, in which embezzlement was rare despite extreme information asymmetry, cannot be explained by a strong centralized government, since the Maghribis could not form a centralized legal or political hierarchy and the official legal channels were slow and unreliable.
claim type: empirical
topics: ai-and-agents
topics: corporate-governance
topics: disclosure
topics: reputation
topics: law-and-legal-systems
topics: compliance
scope conditions: Maghribi Jewish traders around 1000 AD under the Fatimid caliphate
attribution class: source_derived
attribution status: directly_attributable_to_wulf_a_kaal
verification status: current
source quote status: present_in_canonical_claim_record
source quote individual match status: not_recomputed_by_pilot
confidence: evidenced
relevance score: 63

id: kaal:claim:3782193-030:source-passage
type: SourcePassage
text: In point of fact, the records show that such embezzlement was rare. Instead, a strong sense of trust pervaded. So what mechanism protected the principals from their agents' asymmetric information? The answer was not a strong centralized gov- ernment.
locator status: exact_quote_without_page_locator

id: kaal:claim:3782193-031
type: Claim
canonical url: https://wulfkaal.github.io/claims/3782193-031
text: Honesty would be the wrong strategy for an agent if the contract were anonymous and its resolution did not affect future contracts, because that situation is a single-stage zero-sum game in which stealing all the entrusted wealth is optimal.
claim type: failure
topics: economics
topics: ai-and-agents
topics: corporate-governance
topics: reputation
scope conditions: anonymous contracting
scope conditions: no effect of the outcome on future business
attribution class: source_derived
attribution status: directly_attributable_to_wulf_a_kaal
verification status: current
source quote status: present_in_canonical_claim_record
source quote individual match status: not_recomputed_by_pilot
confidence: argued
relevance score: 63

id: kaal:claim:3782193-031:source-passage
type: SourcePassage
text: Honesty would be a bad strategy for the agent if the contract was anonymous and the resolution didn't affect future contracts.
locator status: exact_quote_without_page_locator

id: kaal:claim:3782201-002
type: Claim
canonical url: https://wulfkaal.github.io/claims/3782201-002
text: Effective decentralized DAO governance necessitates reputation verification systems.
claim type: condition
topics: dao
topics: governance-design
topics: reputation
topics: decentralization
attribution class: source_derived
attribution status: directly_attributable_to_wulf_a_kaal
verification status: current
source quote status: present_in_canonical_claim_record
source quote individual match status: not_recomputed_by_pilot
confidence: asserted
relevance score: 62

id: kaal:claim:3782201-002:source-passage
type: SourcePassage
text: We believe that effective decentralized DAO governance necessitates reputation verification systems.
locator status: exact_quote_without_page_locator

id: kaal:claim:3782201-026
type: Claim
canonical url: https://wulfkaal.github.io/claims/3782201-026
text: Aragon's refusal to use its own protocol to arbitrate an internal dispute is testimony to the lack of trust its own system designers place in their system's capabilities, and its reputation and legislative and judicial governance protocols remain trivial.
claim type: empirical
topics: dao
topics: governance-design
topics: systemic-risk
topics: law-and-legal-systems
topics: reputation
attribution class: source_derived
attribution status: directly_attributable_to_wulf_a_kaal
verification status: current
source quote status: present_in_canonical_claim_record
source quote individual match status: not_recomputed_by_pilot
confidence: evidenced
relevance score: 67

id: kaal:claim:3782201-026:source-passage
type: SourcePassage
text: In RWRW, Aragon declined to use their own protocol to arbitrate an internal dispute, which is testimony to the lack of trust of their system designers in their own system capabilities.
locator status: exact_quote_without_page_locator

id: kaal:claim:3782203-028
type: Claim
canonical url: https://wulfkaal.github.io/claims/3782203-028
text: Since no algorithm can be perfectly secure in all circumstances, protocol developers should redirect effort from proving algorithms correct to building a governance process that updates the algorithm as network circumstances change, rewarding protocol improvement with meaningful reputation instead of leaving attack as the profitable option.
claim type: design
topics: institutional-design
topics: governance-design
topics: consensus-and-security
topics: reputation
topics: risk-and-incentives
scope conditions: proof of stake and other consensus protocols
scope conditions: networks facing evolving adversaries
attribution class: source_derived
attribution status: directly_attributable_to_wulf_a_kaal
verification status: current
source quote status: present_in_canonical_claim_record
source quote individual match status: not_recomputed_by_pilot
confidence: argued
relevance score: 71

id: kaal:claim:3782203-028:source-passage
type: SourcePassage
text: Given the impossibility of creating an algorithm that will be perfectly secure in all circumstances, we should instead focus on developing a governance process that al- lows us to update our algorithm to adapt to the changing network circumstances to the security level required
locator status: exact_quote_without_page_locator

id: kaal:claim:3782203-036
type: Claim
canonical url: https://wulfkaal.github.io/claims/3782203-036
text: Paying contributors in reputation tokens rather than fees, and then distributing all fees as a periodic reputation weighted salary, defeats the sockpuppet attack because splitting a holding across many accounts yields exactly the same share of fees.
claim type: design
topics: reputation
topics: consensus-and-security
topics: dao
topics: tokenomics
topics: ai-and-agents
topics: risk-and-incentives
scope conditions: anonymous DAOs with multiple accounts per member
scope conditions: all DAO fees pooled and shared
attribution class: source_derived
attribution status: directly_attributable_to_wulf_a_kaal
verification status: current
source quote status: present_in_canonical_claim_record
source quote individual match status: not_recomputed_by_pilot
confidence: argued
relevance score: 76

id: kaal:claim:3782203-036:source-passage
type: SourcePassage
text: A periodic reputation-weighted salary will distribute all fees the DAO earns to all members. Individuals who perform tasks that bring fees to the DAO will be rewarded with reputation tokens, not the fees. Members who own more reputation tokens share in a larger percentage of the fees.
locator status: exact_quote_without_page_locator

id: kaal:claim:3782210-026
type: Claim
canonical url: https://wulfkaal.github.io/claims/3782210-026
text: Every single reputational implementation the authors have audited in the blockchain DAO space carries the flaw of vulnerability to the sockpuppet attack on the Web of Trust model.
claim type: empirical
topics: consensus-and-security
topics: compliance
topics: dao
topics: blockchain
topics: reputation
scope conditions: blockchain DAO reputation systems audited by the authors as of writing
attribution class: source_derived
attribution status: directly_attributable_to_wulf_a_kaal
verification status: current
source quote status: present_in_canonical_claim_record
source quote individual match status: not_recomputed_by_pilot
confidence: evidenced
relevance score: 61

id: kaal:claim:3782210-026:source-passage
type: SourcePassage
text: This is the flaw in every single reputational implementation we've audited in the blockchain DAO
locator status: exact_quote_without_page_locator

id: kaal:claim:3782210-040
type: Claim
canonical url: https://wulfkaal.github.io/claims/3782210-040
text: The Maghribi traders show that reputation alone can sustain a decentralized network under extreme information asymmetry: using only handwritten letters, Jewish merchants built a reputational system spanning the Silk Road in which nothing but the promise of better reputation deterred agents from cheating.
claim type: empirical
topics: empirical-evidence
topics: ai-and-agents
topics: corporate-governance
topics: reputation
scope conditions: historical trading networks with communication latency on the order of months
scope conditions: agents with complete control of assets
attribution class: source_derived
attribution status: directly_attributable_to_wulf_a_kaal
verification status: current
source quote status: present_in_canonical_claim_record
source quote individual match status: not_recomputed_by_pilot
confidence: evidenced
relevance score: 61

id: kaal:claim:3782210-040:source-passage
type: SourcePassage
text: Nothing incentivized the agents from cheating except the promise of building better reputation.
locator status: exact_quote_without_page_locator

id: kaal:claim:3782214-001
type: Claim
canonical url: https://wulfkaal.github.io/claims/3782214-001
text: Reputation changes the incentive structure of a decentralized organization from a single stage, zero sum game into a repeated positive sum game, which is why the authors treat reputation as the key to effective decentralized governance.
claim type: mechanism
topics: reputation
topics: risk-and-incentives
topics: economics
topics: dao
topics: governance-design
scope conditions: the reputation system is formally linked to the organization's profits
attribution class: source_derived
attribution status: directly_attributable_to_wulf_a_kaal
verification status: current
source quote status: present_in_canonical_claim_record
source quote individual match status: not_recomputed_by_pilot
confidence: argued
relevance score: 60

id: kaal:claim:3782214-001:source-passage
type: SourcePassage
text: Reputation changes the incentive structure from a single-stage, zero-sum game to a repeated positive-sum game.
locator status: exact_quote_without_page_locator

id: kaal:claim:3782216-014
type: Claim
canonical url: https://wulfkaal.github.io/claims/3782216-014
text: Reputation must be grounded to be meaningful, so reputation tokens should be minted only when policy premia enter the group, reputation should dictate power, and fees should be shared through reputation weighted salaries.
claim type: design
topics: reputation
topics: tokenomics
topics: dao
topics: defi
topics: governance-design
topics: risk-and-incentives
scope conditions: design for an Underwriting DAO
attribution class: source_derived
attribution status: directly_attributable_to_wulf_a_kaal
verification status: current
source quote status: present_in_canonical_claim_record
source quote individual match status: not_recomputed_by_pilot
confidence: argued
relevance score: 65

id: kaal:claim:3782216-014:source-passage
type: SourcePassage
text: Reputation needs to be grounded to be meaningful, so reputation tokens should only be minted when fees (policy premia) enter the group. Reputation should dictate power in the group. So, reputation should determine how the fees are shared, through reputation-weighted salaries.
locator status: exact_quote_without_page_locator

id: kaal:claim:3799320-024
type: Claim
canonical url: https://wulfkaal.github.io/claims/3799320-024
text: The DAO of DAOs uses a duality of internal and external governance: internal governance runs on reputation token staking, while external legal relationships are handled by a legal wrapper that represents the DAO of DAOs in real world legal contexts.
claim type: design
topics: dao
topics: law-and-legal-systems
topics: reputation
topics: governance-design
scope conditions: DAO of DAOs architecture
attribution class: source_derived
attribution status: directly_attributable_to_wulf_a_kaal
verification status: current
source quote status: present_in_canonical_claim_record
source quote individual match status: not_recomputed_by_pilot
confidence: argued
relevance score: 64

id: kaal:claim:3799320-024:source-passage
type: SourcePassage
text: For the external legal relationships and governance, the DAO of DAOs is represented in real-world legal contexts by a legal wrapper.
locator status: exact_quote_without_page_locator

id: kaal:claim:3799320-028
type: Claim
canonical url: https://wulfkaal.github.io/claims/3799320-028
text: Reputation based staking removes the corruptive elements of fungible tokens because third parties are less likely able to take over a non fungible asset such as reputation that is organically grown and maintained through actual expertise in the relevant subject matter.
claim type: mechanism
topics: reputation
topics: governance-design
topics: consensus-and-security
scope conditions: reputation staked as a non fungible asset
scope conditions: reputation earned through subject matter expertise
attribution class: source_derived
attribution status: directly_attributable_to_wulf_a_kaal
verification status: current
source quote status: present_in_canonical_claim_record
source quote individual match status: not_recomputed_by_pilot
confidence: argued
relevance score: 77

id: kaal:claim:3799320-028:source-passage
type: SourcePassage
text: The corruptive elements of fungible assets/tokens are removed because third parties are less likely able to take over a non-fungible asset, such as reputation, that is organically grown and maintained through actual expertise in a given DAO subject matter.
locator status: exact_quote_without_page_locator

id: kaal:claim:3799320-029
type: Claim
canonical url: https://wulfkaal.github.io/claims/3799320-029
text: Reputation voting has two advantages over one token one vote: it is non fungible, which avoids corruptive elements, and it aligns incentives for members individually and for the institution as a whole at the same time.
claim type: design
topics: reputation
topics: governance-design
topics: ai-and-agents
topics: risk-and-incentives
topics: dao
scope conditions: DAO of DAOs internal governance
attribution class: source_derived
attribution status: directly_attributable_to_wulf_a_kaal
verification status: current
source quote status: present_in_canonical_claim_record
source quote individual match status: not_recomputed_by_pilot
confidence: argued
relevance score: 78

id: kaal:claim:3799320-029:source-passage
type: SourcePassage
text: 1) it is non-fungible which avoids corruptive elements, and 2) it optimally aligns incentives for DAO of DAOs members individually and at the same time aligns their incentives for the totality of the DAO of DAOs as an institution.
locator status: exact_quote_without_page_locator

id: kaal:claim:3799320-030
type: Claim
canonical url: https://wulfkaal.github.io/claims/3799320-030
text: In the bifurcated DAO of DAOs token design, non fungible reputation tokens give members voting rights while fungible reputation salary tokens let members earn a salary in proportion to their non fungible reputation holdings.
claim type: design
topics: tokenomics
topics: reputation
topics: governance-design
scope conditions: DAO of DAOs two token architecture
attribution class: source_derived
attribution status: directly_attributable_to_wulf_a_kaal
verification status: current
source quote status: present_in_canonical_claim_record
source quote individual match status: not_recomputed_by_pilot
confidence: argued
relevance score: 61

id: kaal:claim:3799320-030:source-passage
type: SourcePassage
text: 1. the non-fungible reputation tokens give DAO of DAOs members voting rights, and 2. fungible reputation salary tokens allow DAO of DAOs members to earn a fungible salary in proportion to their non-fungible reputation tokens.
locator status: exact_quote_without_page_locator

id: kaal:claim:3799320-031
type: Claim
canonical url: https://wulfkaal.github.io/claims/3799320-031
text: Paying members indirectly, through a fungible stable salary proportional to non fungible reputation, removes corruptive elements and makes the governance design more attack resistant and more stable over the long run.
claim type: mechanism
topics: risk-and-incentives
topics: consensus-and-security
topics: tokenomics
topics: reputation
scope conditions: salary paid in proportion to non fungible reputation scores
attribution class: source_derived
attribution status: directly_attributable_to_wulf_a_kaal
verification status: current
source quote status: present_in_canonical_claim_record
source quote individual match status: not_recomputed_by_pilot
confidence: argued
relevance score: 70

id: kaal:claim:3799320-031:source-passage
type: SourcePassage
text: The indirect economic effects remove corruptive elements and make the governance design more attack-resistant and stable in the long run.
locator status: exact_quote_without_page_locator

id: kaal:claim:3799320-032
type: Claim
canonical url: https://wulfkaal.github.io/claims/3799320-032
text: Reputation based governance creates a positive sum game because members have incentives to build lasting non fungible value through a long term record of productive cooperation.
claim type: mechanism
topics: reputation
topics: governance-design
scope conditions: non fungible reputation as the reward
attribution class: source_derived
attribution status: directly_attributable_to_wulf_a_kaal
verification status: current
source quote status: present_in_canonical_claim_record
source quote individual match status: not_recomputed_by_pilot
confidence: argued
relevance score: 60

id: kaal:claim:3799320-032:source-passage
type: SourcePassage
text: By contrast, the reputation-based DAO of DAOs governance design creates a positive-sum game because DAO of DAOs members have incentives to create lasting non-fungible value for the DAO of DAOs by developing a long- term non-fungible record of productive cooperation
locator status: exact_quote_without_page_locator

id: kaal:claim:3799320-033
type: Claim
canonical url: https://wulfkaal.github.io/claims/3799320-033
text: Member reputation is inflationary by design, so non staking of reputation tokens or non voting leads to value depreciation, which incentivizes action and makes liveness faults less likely.
claim type: mechanism
topics: reputation
topics: tokenomics
topics: risk-and-incentives
topics: consensus-and-security
scope conditions: reputation that depreciates with non-use
attribution class: source_derived
attribution status: directly_attributable_to_wulf_a_kaal
verification status: current
source quote status: present_in_canonical_claim_record
source quote individual match status: not_recomputed_by_pilot
confidence: argued
relevance score: 72

id: kaal:claim:3799320-033:source-passage
type: SourcePassage
text: reputation is inflationary in the DAO of DAOs design. As such, non-use, i.e., non-staking of reputation tokens or non-voting, would lead to value depreciation, which incentivizes action and thus value enhancement. Liveness faults become less likely.
locator status: exact_quote_without_page_locator

id: kaal:claim:3808873-042
type: Claim
canonical url: https://wulfkaal.github.io/claims/3808873-042
text: A decentralized human backstop to code is a core and often overlooked infrastructure requirement, because without it the immutability of the blockchain and its cryptographic security may not create genuine transactional guarantees or trust between principals and agents in the integrity of their contractual relationship.
claim type: design
topics: smart-contracts
topics: reputation
topics: ai-and-agents
topics: corporate-governance
scope conditions: decentralized algorithmic systems mediating principal agent contractual relationships
attribution class: source_derived
attribution status: directly_attributable_to_wulf_a_kaal
verification status: current
source quote status: present_in_canonical_claim_record
source quote individual match status: not_recomputed_by_pilot
confidence: argued
relevance score: 74

id: kaal:claim:3808873-042:source-passage
type: SourcePassage
text: Without a decentralized human backstop to code, the immutability of the blockchain and its cryptographic security systems may not be able to create truly transactional guarantees and trust between principals and agents in the integrity of their contractual relationship.
locator status: exact_quote_without_page_locator

id: kaal:claim:3931933-033
type: Claim
canonical url: https://wulfkaal.github.io/claims/3931933-033
text: Nodes accumulate reputation in two ways: by being onboarded into the SDAO and performing well as node validators, and by participating regularly in SDAO governance votes.
claim type: mechanism
topics: reputation
topics: governance-design
topics: consensus-and-security
scope conditions: HSPoS reputation accrual on the Shasper Network
attribution class: source_derived
attribution status: directly_attributable_to_wulf_a_kaal
verification status: current
source quote status: present_in_canonical_claim_record
source quote individual match status: not_recomputed_by_pilot
confidence: asserted
relevance score: 61

id: kaal:claim:3931933-033:source-passage
type: SourcePassage
text: 1. being onboarded into the SDAO and performing well as node validators, and 2. by participating regularly in the governance votes of SDAO.
locator status: exact_quote_without_page_locator

id: kaal:claim:3931933-035
type: Claim
canonical url: https://wulfkaal.github.io/claims/3931933-035
text: By balancing validator stakes against reputation, HSPoS reaches an equilibrium of incentives in which validators are motivated both to succeed economically as validators and to participate actively in decentralized governance.
claim type: mechanism
topics: economics
topics: risk-and-incentives
topics: decentralization
topics: governance-design
topics: consensus-and-security
topics: reputation
scope conditions: validators holding both SHAS stake and SDAO reputation
attribution class: source_derived
attribution status: directly_attributable_to_wulf_a_kaal
verification status: current
source quote status: present_in_canonical_claim_record
source quote individual match status: not_recomputed_by_pilot
confidence: argued
relevance score: 66

id: kaal:claim:3931933-035:source-passage
type: SourcePassage
text: Through this balancing of validator SHAS stakes and reputation, HSPoS attains an equilibrium of incentives for validators to: a. attain economic success as validators, and
locator status: exact_quote_without_page_locator

id: kaal:claim:3949098-002
type: Claim
canonical url: https://wulfkaal.github.io/claims/3949098-002
text: Reputation tokens used in decentralized finance are more meaningful and easier to value than traditional identity verification metrics, so decentralized protocols that use reputation metrics will require less collateralization than traditional protocols.
claim type: mechanism
topics: reputation
topics: tokenomics
topics: defi
scope conditions: reputation is incorporated securely into the Web3 environment
attribution class: source_derived
attribution status: directly_attributable_to_wulf_a_kaal
verification status: current
source quote status: present_in_canonical_claim_record
source quote individual match status: not_recomputed_by_pilot
confidence: argued
relevance score: 65

id: kaal:claim:3949098-002:source-passage
type: SourcePassage
text: Reputation tokens that are utilized in decentralized finance are more meaningful than traditional identity verification metrics, and much easier to value. Accordingly, decentralized protocols that use reputation metrics will require less collateralization than in traditional protocols.
locator status: exact_quote_without_page_locator

id: kaal:claim:3949098-021
type: Claim
canonical url: https://wulfkaal.github.io/claims/3949098-021
text: Traditional underwriting also fails at the agent level, because individual agents within an underwriter may sacrifice the underwriter's overall reputation for personal gain, for example by putting out a fraudulent offering.
claim type: failure
topics: corporate-governance
topics: defi
topics: reputation
topics: ai-and-agents
scope conditions: traditional underwriting firms where agent and firm incentives diverge
attribution class: source_derived
attribution status: directly_attributable_to_wulf_a_kaal
verification status: current
source quote status: present_in_canonical_claim_record
source quote individual match status: not_recomputed_by_pilot
confidence: argued
relevance score: 62

id: kaal:claim:3949098-021:source-passage
type: SourcePassage
text: individual agents within an underwriter may decide to sacrifice the underwriter's overall reputation for personal gain.
locator status: exact_quote_without_page_locator

id: kaal:claim:3949098-022
type: Claim
canonical url: https://wulfkaal.github.io/claims/3949098-022
text: In the theoretical model, the incentive design of decentralized reputation staking governance aligns the individual with the group so tightly that the agent cannot gain personally at the expense of the principal.
claim type: mechanism
topics: ai-and-agents
topics: risk-and-incentives
topics: corporate-governance
topics: decentralization
topics: governance-design
topics: defi
scope conditions: theoretical model
scope conditions: adoption of the decentralized reputation staking governance mechanisms
attribution class: source_derived
attribution status: directly_attributable_to_wulf_a_kaal
verification status: current
source quote status: present_in_canonical_claim_record
source quote individual match status: not_recomputed_by_pilot
confidence: argued
relevance score: 72

id: kaal:claim:3949098-022:source-passage
type: SourcePassage
text: aligns the interests of the individual with the interest of the group. In other words, the incentives of the principal, e.g. the group, and the individual are aligned so much that the agent cannot gain personally at the expense of the principal.
locator status: exact_quote_without_page_locator

id: kaal:claim:3962614-023
type: Claim
canonical url: https://wulfkaal.github.io/claims/3962614-023
text: A VC's proportional holdings of reputation tokens are likely to increase over time if the VC follows sound and successful practices by staking reputation tokens on investment proposals and succeeding in the selection of portfolio companies.
claim type: mechanism
topics: reputation
topics: tokenomics
topics: dao
topics: governance-design
scope conditions: a VC DAO where members stake reputation for or against proposals
attribution class: source_derived
attribution status: directly_attributable_to_wulf_a_kaal
verification status: current
source quote status: present_in_canonical_claim_record
source quote individual match status: not_recomputed_by_pilot
confidence: asserted
relevance score: 67

id: kaal:claim:3962614-023:source-passage
type: SourcePassage
text: The VC's proportional holdings of these reputation tokens is likely to increase over time if the VC follows sound and successful practices by way of staking the VC's reputation tokens on investment proposals and succeeding in the selection of portfolio companies
locator status: exact_quote_without_page_locator

id: kaal:claim:3962614-035
type: Claim
canonical url: https://wulfkaal.github.io/claims/3962614-035
text: The hybrid smart contracting model is defective because VCs are partially incentivized to fund and stake only the best deals while staking on less optimal deals that the market mostly funds, which undermines their long term reputation accumulation.
claim type: failure
topics: ai-and-agents
topics: risk-and-incentives
topics: reputation
topics: regulatory-failure
topics: dao
scope conditions: models where VCs can stake reputation without proportionate capital commitment
attribution class: source_derived
attribution status: directly_attributable_to_wulf_a_kaal
verification status: current
source quote status: present_in_canonical_claim_record
source quote individual match status: not_recomputed_by_pilot
confidence: argued
relevance score: 74

id: kaal:claim:3962614-035:source-passage
type: SourcePassage
text: The problem with this model is that VCs are incentivized partially to fund and stake only on the best deals and stake on the less optimal deals that are mostly funded by the market. This undermines their long-term reputation accumulation
locator status: exact_quote_without_page_locator

id: kaal:claim:3962614-038
type: Claim
canonical url: https://wulfkaal.github.io/claims/3962614-038
text: In the non custodial DAO investment club model all of the return on purchase is minted into fungible reputation tokens that get paid as reputation salaries following decentralized governance, which provides the best incentive alignment for members and the highest potential return for all involved.
claim type: design
topics: ai-and-agents
topics: risk-and-incentives
topics: reputation
scope conditions: the non custodial DAO investment club model with smart contracts
attribution class: source_derived
attribution status: directly_attributable_to_wulf_a_kaal
verification status: current
source quote status: present_in_canonical_claim_record
source quote individual match status: not_recomputed_by_pilot
confidence: argued
relevance score: 70

id: kaal:claim:3962614-038:source-passage
type: SourcePassage
text: In this model, all of the ROP is minted into fungible reputation tokens that get paid as reputation salaries following decentralized governance. This model provides the best incentive alignment for DAOIC members with the highest potential return for all involved.
locator status: exact_quote_without_page_locator

id: kaal:claim:3981021-019
type: Claim
canonical url: https://wulfkaal.github.io/claims/3981021-019
text: By giving the power of the endowment to the DAO the donor relinquishes control over the assets in exchange for community governance, and that relinquishment builds trust and community buy in, which in turn secures growth and legacy for the donor's purpose.
claim type: mechanism
topics: governance-design
topics: reputation
topics: decentralization
scope conditions: donors willing to cede asset control to a community of experts
attribution class: source_derived
attribution status: directly_attributable_to_wulf_a_kaal
verification status: current
source quote status: present_in_canonical_claim_record
source quote individual match status: not_recomputed_by_pilot
confidence: argued
relevance score: 64

id: kaal:claim:3981021-019:source-passage
type: SourcePassage
text: The donor can help mold the community to some extnt but at the same time the donor releases the control to the community. The relinquishment of control builds trust and community buy in. This in turn, ensures growth and legacy for the respective purpose of the donor and the associated DAO.
locator status: exact_quote_without_page_locator

id: kaal:claim:3981021-024
type: Claim
canonical url: https://wulfkaal.github.io/claims/3981021-024
text: Merit in the CHARITYxDAO is expressed by a non fungible reputation token that cannot be bought or sold, and voting is designed around staking those non fungible reputation tokens.
claim type: design
topics: reputation
topics: tokenomics
topics: governance-design
scope conditions: CHARITYxDAO voting design
attribution class: source_derived
attribution status: directly_attributable_to_wulf_a_kaal
verification status: current
source quote status: present_in_canonical_claim_record
source quote individual match status: not_recomputed_by_pilot
confidence: asserted
relevance score: 67

id: kaal:claim:3981021-024:source-passage
type: SourcePassage
text: c. decisions in the CHARITYxDAO are made with a voting design that revolves around staking of non-fungible reputation tokens; d. non-fungibility of CHARITYxDAO reputation tokens; e.g. merit of a CHARITYxDAO VA is expressed by a non-fungible reputation token that cannot be bought or sold;
locator status: exact_quote_without_page_locator

id: kaal:claim:3981021-027
type: Claim
canonical url: https://wulfkaal.github.io/claims/3981021-027
text: Because voting associates can see the sentiment vote outcomes and who staked what reputation before the binding vote, it is reasonable to expect that the overwhelming majority of final tightly coupled votes will end in unanimity on the issue at hand.
claim type: predictive
topics: consensus-and-security
topics: governance-design
topics: reputation
scope conditions: two vote designs where sentiment results are visible before the binding vote
attribution class: source_derived
attribution status: directly_attributable_to_wulf_a_kaal
verification status: current
source quote status: present_in_canonical_claim_record
source quote individual match status: not_recomputed_by_pilot
confidence: argued
relevance score: 69

id: kaal:claim:3981021-027:source-passage
type: SourcePassage
text: Accordingly, it is reasonable to expect that the overwhelming majority of CHARITYxDAO's final tightly coupled votes will end in unanimity on the issue at hand.
locator status: exact_quote_without_page_locator

id: kaal:claim:3981021-028
type: Claim
canonical url: https://wulfkaal.github.io/claims/3981021-028
text: Reputation staking overcomes the polarizing effects and suboptimal vote outcomes produced by one token one vote voting mechanisms.
claim type: mechanism
topics: reputation
topics: tokenomics
topics: governance-design
scope conditions: governance systems choosing between token weighted and reputation weighted voting
attribution class: source_derived
attribution status: directly_attributable_to_wulf_a_kaal
verification status: current
source quote status: present_in_canonical_claim_record
source quote individual match status: not_recomputed_by_pilot
confidence: asserted
relevance score: 62

id: kaal:claim:3981021-028:source-passage
type: SourcePassage
text: First, it overcomes the all too common polarizing effects and suboptimal vote outcomes of one- token-one-vote voting mechanisms.
locator status: exact_quote_without_page_locator

id: kaal:claim:3981021-030
type: Claim
canonical url: https://wulfkaal.github.io/claims/3981021-030
text: Reputation staking serves the common good because the more the aggregated individual reputation of all voting associates increases, the more the overall value of the DAO increases and the more the DAO creates value enhancing outcomes for sponsors and the associate community at large.
claim type: mechanism
topics: ai-and-agents
topics: risk-and-incentives
topics: reputation
topics: dao
scope conditions: reputation weighted DAO governance tied to common good objectives
attribution class: source_derived
attribution status: directly_attributable_to_wulf_a_kaal
verification status: current
source quote status: present_in_canonical_claim_record
source quote individual match status: not_recomputed_by_pilot
confidence: argued
relevance score: 72

id: kaal:claim:3981021-030:source-passage
type: SourcePassage
text: gets served through this design in particular because the more the aggregated individual reputation of all CHARITYxDAO VAs increases the more the overall CHARITYxDAO value increases and the more the CHARITYxDAO creates value enhancing outcomes for the sponsors and VA
locator status: exact_quote_without_page_locator

id: kaal:claim:3981021-031
type: Claim
canonical url: https://wulfkaal.github.io/claims/3981021-031
text: The design decreases the likelihood of individual and, in turn, community liveness fault, because non use of existing reputation at the individual level leads to inflationary devaluation of that reputation.
claim type: mechanism
topics: reputation
topics: tokenomics
topics: risk-and-incentives
topics: dao
topics: governance-design
scope conditions: reputation systems with built in inflationary decay
attribution class: source_derived
attribution status: directly_attributable_to_wulf_a_kaal
verification status: current
source quote status: present_in_canonical_claim_record
source quote individual match status: not_recomputed_by_pilot
confidence: argued
relevance score: 67

id: kaal:claim:3981021-031:source-passage
type: SourcePassage
text: The design decreases the likelihood of individual and, in turn, community liveness fault because non-use of existing reputation on the individual level leads to inflationary devaluation.
locator status: exact_quote_without_page_locator

id: kaal:claim:4067783-033
type: Claim
canonical url: https://wulfkaal.github.io/claims/4067783-033
text: Braintrust demonstrates that innovation in work structure does not cure governance design: despite redefining work outcomes, it uses a suboptimal one token, one vote model that grants proportional control over network governance.
claim type: failure
topics: reputation
topics: tokenomics
topics: governance-design
scope conditions: governance by one token, one vote
attribution class: source_derived
attribution status: directly_attributable_to_wulf_a_kaal
verification status: current
source quote status: present_in_canonical_claim_record
source quote individual match status: not_recomputed_by_pilot
confidence: argued
relevance score: 65

id: kaal:claim:4067783-033:source-passage
type: SourcePassage
text: Despite its advances in innovation for redefining work outcomes, Braintrust uses a suboptimal governance model with a one token, one vote system for proportional control over how the network is governed.
locator status: exact_quote_without_page_locator

id: kaal:claim:4529715-032
type: Claim
canonical url: https://wulfkaal.github.io/claims/4529715-032
text: A reputation system that rewards voting with the majority, as Bridge Mutual uses, can be manipulated by users who create multiple wallets and always vote with the majority.
claim type: failure
topics: dao
topics: reputation
topics: consensus-and-security
topics: governance-design
scope conditions: reputation derived solely from voting outcomes
attribution class: source_derived
attribution status: directly_attributable_to_wulf_a_kaal
verification status: current
source quote status: present_in_canonical_claim_record
source quote individual match status: not_recomputed_by_pilot
confidence: argued
relevance score: 71

id: kaal:claim:4529715-032:source-passage
type: SourcePassage
text: reliance solely on voting outcomes may present some vulnerability, as it could potentially be manipulated by users creating multiple wallets and voting with the majority.
locator status: exact_quote_without_page_locator

id: kaal:claim:4529715-037
type: Claim
canonical url: https://wulfkaal.github.io/claims/4529715-037
text: A DAO built on reputation rather than a fungible token, as CRDAO is, makes the 51 percent attack nearly impossible and renders sock puppet attacks technically possible but of little influence.
claim type: mechanism
topics: dao
topics: reputation
topics: governance-design
topics: consensus-and-security
scope conditions: reputation based governance
scope conditions: no fungible governance token
attribution class: source_derived
attribution status: directly_attributable_to_wulf_a_kaal
verification status: current
source quote status: present_in_canonical_claim_record
source quote individual match status: not_recomputed_by_pilot
confidence: argued
relevance score: 69

id: kaal:claim:4529715-037:source-passage
type: SourcePassage
text: CRDAO is fairly attack resistant because of its use of reputation. As a result, sock puppet attacks are technically possible, but would have little influence. CRDAO does not appear to have a fungible token, so the 51 percent attack is nearly impossible.
locator status: exact_quote_without_page_locator

id: kaal:claim:4685567-025
type: Claim
canonical url: https://wulfkaal.github.io/claims/4685567-025
text: Weighted reputation voting has key advantages over WEB2 and WEB3 one token one vote mechanisms because it aligns each donor community member's individual incentives while simultaneously calibrating those incentives with the interests of the overall community.
claim type: design
topics: reputation
topics: tokenomics
topics: ai-and-agents
topics: risk-and-incentives
topics: governance-design
scope conditions: reputation tokens are non fungible and chain agnostic
attribution class: source_derived
attribution status: directly_attributable_to_wulf_a_kaal
verification status: current
source quote status: present_in_canonical_claim_record
source quote individual match status: not_recomputed_by_pilot
confidence: argued
relevance score: 72

id: kaal:claim:4685567-025:source-passage
type: SourcePassage
text: The use of weighted reputation voting has key advantages over other WEB2 and WEB3 one-token-one-vote voting mechanisms. It aligns incentives for donor community members individually and at the same time calibrates their incentives with the overall community.
locator status: exact_quote_without_page_locator

id: kaal:claim:4734750-040
type: Claim
canonical url: https://wulfkaal.github.io/claims/4734750-040
text: Reputation token staking substitutes for identity verification: because staking makes the network attack resistant, workers can complete micro tasks without verifying identity, which removes the cost, delay, and privacy surrender of centralized approval and enlarges the available labor pool.
claim type: mechanism
topics: reputation
topics: consensus-and-security
attribution class: source_derived
attribution status: directly_attributable_to_wulf_a_kaal
verification status: current
source quote status: present_in_canonical_claim_record
source quote individual match status: not_recomputed_by_pilot
confidence: argued
relevance score: 72

id: kaal:claim:4734750-040:source-passage
type: SourcePassage
text: The CRDAO architecture, and specifically its reputation token staking mechanism, make the CRDAO attack resistant.
locator status: exact_quote_without_page_locator

id: kaal:claim:4755632-034
type: Claim
canonical url: https://wulfkaal.github.io/claims/4755632-034
text: A sequenced two-stage vote, an informal community vote that reveals collective wisdom followed by a formal vote in which staked reputation tokens are at risk, gives job posters significant assurance that the reviewed code and the platform report meet the highest available quality standards.
claim type: design
topics: compliance
topics: governance-design
topics: reputation
topics: tokenomics
scope conditions: applies to code reviews audited by the CRDAO community
attribution class: source_derived
attribution status: directly_attributable_to_wulf_a_kaal
verification status: current
source quote status: present_in_canonical_claim_record
source quote individual match status: not_recomputed_by_pilot
confidence: argued
relevance score: 63

id: kaal:claim:4755632-034:source-passage
type: SourcePassage
text: the CRDAO now votes in a formal vote in which the reputation tokens30 staked are at risk. This sequence of votes provides job posters with significant assurances that the code examined and the Code Review Platform report on the code adheres to the highest standards of quality
locator status: exact_quote_without_page_locator

id: kaal:claim:4755632-035
type: Claim
canonical url: https://wulfkaal.github.io/claims/4755632-035
text: Reputation tokens are stipulated as non-transferable tokens that cannot be valued and that merely mirror a scoreboard of a member's reputation within the community, rather than functioning as tradable assets.
claim type: definitional
topics: reputation
topics: tokenomics
topics: dao
topics: governance-design
scope conditions: as defined for CRDAO members at the time of writing
attribution class: source_derived
attribution status: directly_attributable_to_wulf_a_kaal
verification status: current
source quote status: present_in_canonical_claim_record
source quote individual match status: not_recomputed_by_pilot
confidence: asserted
relevance score: 61

id: kaal:claim:4755632-035:source-passage
type: SourcePassage
text: "Reputation Tokens" are non-transferable tokens that cannot be valued and represent the reputation a member has within the community. They simply mirror a scoreboard.
locator status: exact_quote_without_page_locator

id: kaal:claim:4796714-013
type: Claim
canonical url: https://wulfkaal.github.io/claims/4796714-013
text: Blockchain can only deliver decentralized AI governance if the blockchain trilemma is first overcome, since decentralization, security, and scalability cannot readily be achieved simultaneously within one network.
claim type: condition
topics: blockchain
topics: consensus-and-security
topics: decentralization
topics: governance-design
topics: ai-and-agents
scope conditions: applies to blockchain networks used as governance infrastructure
scope conditions: necessary condition, not sufficient
attribution class: source_derived
attribution status: directly_attributable_to_wulf_a_kaal
verification status: current
source quote status: present_in_canonical_claim_record
source quote individual match status: not_recomputed_by_pilot
confidence: argued
relevance score: 60

id: kaal:claim:4796714-013:source-passage
type: SourcePassage
text: The effectiveness of blockchain in achieving the goal of decentralized AI governance is contingent upon overcoming the fundamental blockchain trilemma: the challenge of balancing decentralization, security, and scalability.
locator status: exact_quote_without_page_locator

id: kaal:claim:4796714-021
type: Claim
canonical url: https://wulfkaal.github.io/claims/4796714-021
text: Until the known attack vectors on decentralized autonomous organizations are solved, DAO based AI governance solutions remain suboptimal; these include Sybil attacks, tyranny of the majority, Arrow's impossibility theorem, sockpuppet attacks, and tragedy of the commons.
claim type: failure
topics: dao
topics: consensus-and-security
topics: governance-design
topics: risk-and-incentives
topics: ai-and-agents
scope conditions: describes DAOs as set up and governed in the majority of cases in 2024
scope conditions: conditional on the attack vectors remaining unsolved
attribution class: source_derived
attribution status: directly_attributable_to_wulf_a_kaal
verification status: current
source quote status: present_in_canonical_claim_record
source quote individual match status: not_recomputed_by_pilot
confidence: argued
relevance score: 71

id: kaal:claim:4796714-021:source-passage
type: SourcePassage
text: Without solving these attack vectors, DAO related AI governance solutions remain suboptimal.
locator status: exact_quote_without_page_locator

id: kaal:claim:4855607-001
type: Claim
canonical url: https://wulfkaal.github.io/claims/4855607-001
text: Web3 community governance built on Weighted Directed Acyclic Graphs, validation pools with reputation staking, and a federated communications protocol provides an evolutionary approach to optimizing AI models rather than a static compliance layer over them.
claim type: design
topics: governance-design
topics: ai-and-agents
topics: reputation
scope conditions: applies to the six AI model families the author examines: deep learning, federated learning, transformer, GNN, RL, and RLHF
attribution class: source_derived
attribution status: directly_attributable_to_wulf_a_kaal
verification status: current
source quote status: present_in_canonical_claim_record
source quote individual match status: not_recomputed_by_pilot
confidence: argued
relevance score: 76

id: kaal:claim:4855607-001:source-passage
type: SourcePassage
text: The integration of web3 community governance, using Weighted Directed Acyclic Graphs (WDAGs) and validation pools with reputation staking in combination with a federated communications protocol, offers an evolutionary approach to AI model optimization.
locator status: exact_quote_without_page_locator

id: kaal:claim:4855607-021
type: Claim
canonical url: https://wulfkaal.github.io/claims/4855607-021
text: Validation pools evaluate contributions democratically on the basis of staked tokens, and the outcome of that evaluation governs the minting of new reputation tokens, so community consensus on AI decisions is what determines standing in the system.
claim type: definitional
topics: reputation
topics: tokenomics
topics: consensus-and-security
topics: governance-design
scope conditions: the proposed web3 community governance architecture
attribution class: source_derived
attribution status: directly_attributable_to_wulf_a_kaal
verification status: current
source quote status: present_in_canonical_claim_record
source quote individual match status: not_recomputed_by_pilot
confidence: asserted
relevance score: 61

id: kaal:claim:4855607-021:source-passage
type: SourcePassage
text: Validation Pools allow for the democratic evaluation of contributions based on staked tokens, with outcomes influencing the minting of new REP tokens that reflect community consensus on AI-related decisions.
locator status: exact_quote_without_page_locator

id: kaal:claim:4941807-012
type: Claim
canonical url: https://wulfkaal.github.io/claims/4941807-012
text: Federated learning does not eliminate privacy risk, because although the data stays decentralized the protocol still exchanges model parameters, and those parameters can expose sensitive information if intercepted or improperly handled.
claim type: failure
topics: consensus-and-security
topics: decentralization
topics: ai-and-agents
scope conditions: in federated learning deployments that exchange model parameters
scope conditions: where parameters can be intercepted or mishandled
attribution class: source_derived
attribution status: directly_attributable_to_wulf_a_kaal
verification status: current
source quote status: present_in_canonical_claim_record
source quote individual match status: not_recomputed_by_pilot
confidence: argued
relevance score: 67

id: kaal:claim:4941807-012:source-passage
type: SourcePassage
text: These challenges arise because, while FL keeps data decentralized, it still involves the exchange of model parameters, which could potentially expose sensitive information if intercepted or improperly handled.
locator status: exact_quote_without_page_locator

id: kaal:claim:4941807-017
type: Claim
canonical url: https://wulfkaal.github.io/claims/4941807-017
text: As AI systems come to depend on vast data, personal information is converted from a resource the individual could control and deploy at discretion into a fundamental operational input for AI systems, which increases the potential for misuse and makes it harder for individuals to manage how their data is used.
claim type: mechanism
topics: consensus-and-security
topics: governance-design
topics: ai-and-agents
scope conditions: where AI operation requires large volumes of personal data
attribution class: source_derived
attribution status: directly_attributable_to_wulf_a_kaal
verification status: current
source quote status: present_in_canonical_claim_record
source quote individual match status: not_recomputed_by_pilot
confidence: argued
relevance score: 64

id: kaal:claim:4941807-017:source-passage
type: SourcePassage
text: As AI technologies evolve, they rely heavily on vast amounts of data, transforming personal information from a resource that individuals could control and use at their discretion into a fundamental operational tool for AI systems.
locator status: exact_quote_without_page_locator

id: kaal:claim:4941807-019
type: Claim
canonical url: https://wulfkaal.github.io/claims/4941807-019
text: Smart contracts can automate compliance with regulatory requirements and ethical guidelines: for example, a smart contract can enforce privacy law directly by controlling an AI system's access to personal data according to predefined rules.
claim type: mechanism
topics: smart-contracts
topics: compliance
topics: consensus-and-security
topics: blockchain
topics: governance-design
topics: ai-and-agents
scope conditions: where compliance rules can be expressed as predefined, codified conditions
attribution class: source_derived
attribution status: directly_attributable_to_wulf_a_kaal
verification status: current
source quote status: present_in_canonical_claim_record
source quote individual match status: not_recomputed_by_pilot
confidence: argued
relevance score: 67

id: kaal:claim:4941807-019:source-passage
type: SourcePassage
text: They can be used to automate compliance with regulatory requirements and ethical guidelines. For instance, smart contracts can automatically enforce privacy laws by controlling AI's access to personal data based on predefined rules.
locator status: exact_quote_without_page_locator

id: kaal:claim:4941807-021
type: Claim
canonical url: https://wulfkaal.github.io/claims/4941807-021
text: In the federated model of AI governance many challenges cannot easily be decentralized, because distinct entities maintain their own AI systems and datasets, producing variation in standards, protocols, and formats that obstructs a unified governance framework.
claim type: failure
topics: governance-design
topics: ai-and-agents
topics: decentralization
scope conditions: where separate organizations maintain independent AI systems and datasets
attribution class: source_derived
attribution status: directly_attributable_to_wulf_a_kaal
verification status: current
source quote status: present_in_canonical_claim_record
source quote individual match status: not_recomputed_by_pilot
confidence: argued
relevance score: 62

id: kaal:claim:4941807-021:source-passage
type: SourcePassage
text: In the federated model of AI governance, many challenges cannot be easily decentralized. For example, different entities or organizations maintain their own AI systems and datasets. This can lead to variations in standards, protocols, and formats used
locator status: exact_quote_without_page_locator

id: kaal:claim:4941807-022
type: Claim
canonical url: https://wulfkaal.github.io/claims/4941807-022
text: When decision making power is distributed across multiple entities in a federated model, consensus and cooperation become harder to reach, which makes cohesive AI governance mechanisms difficult to establish.
claim type: failure
topics: governance-design
topics: consensus-and-security
topics: institutional-design
topics: decentralization
topics: ai-and-agents
scope conditions: where governance authority is distributed across multiple independent entities
attribution class: source_derived
attribution status: directly_attributable_to_wulf_a_kaal
verification status: current
source quote status: present_in_canonical_claim_record
source quote individual match status: not_recomputed_by_pilot
confidence: argued
relevance score: 70

id: kaal:claim:4941807-022:source-passage
type: SourcePassage
text: In a federated model, where decision-making power is distributed across multiple entities, it becomes harder to achieve consensus and cooperation, making it challenging to establish cohesive AI governance mechanisms.
locator status: exact_quote_without_page_locator

id: kaal:claim:4941807-025
type: Claim
canonical url: https://wulfkaal.github.io/claims/4941807-025
text: Kaal proposes that a more decentralized Web3 model of AI governance can address the failures of the federated model by distributing governance more equitably across network participants, so that no single entity dominates decision making.
claim type: design
topics: decentralization
topics: governance-design
topics: ai-and-agents
topics: dao
scope conditions: where governance rights are distributed across network participants
attribution class: source_derived
attribution status: directly_attributable_to_wulf_a_kaal
verification status: current
source quote status: present_in_canonical_claim_record
source quote individual match status: not_recomputed_by_pilot
confidence: argued
relevance score: 62

id: kaal:claim:4941807-025:source-passage
type: SourcePassage
text: A more decentralized web3 model of AI governance as proposed here could ostensibly address these challenges in a federated AI governance model by distributing governance more equitably across network participants.
locator status: exact_quote_without_page_locator

id: kaal:claim:4941807-028
type: Claim
canonical url: https://wulfkaal.github.io/claims/4941807-028
text: Kaal's proposed answer to the decentralized governance needs of AI is to implement Decentralized Autonomous Organizations that govern AI through expert community consensus.
claim type: design
topics: dao
topics: consensus-and-security
topics: governance-design
topics: ai-and-agents
scope conditions: where an expert community can be assembled and its consensus recorded on chain
attribution class: source_derived
attribution status: directly_attributable_to_wulf_a_kaal
verification status: current
source quote status: present_in_canonical_claim_record
source quote individual match status: not_recomputed_by_pilot
confidence: argued
relevance score: 75

id: kaal:claim:4941807-028:source-passage
type: SourcePassage
text: One promising way to address the decentralized governance needs of AI pertains to the implementation of Decentralized Autonomous Organizations (DAOs) for the governance of AI through expert community consensus.
locator status: exact_quote_without_page_locator

id: kaal:claim:4941807-030
type: Claim
canonical url: https://wulfkaal.github.io/claims/4941807-030
text: Validation Pools are the consensus mechanism of the proposed system: an author's stakes are pooled to evaluate a specific forum post, and the outcome of the pool can mint new reputation tokens that reflect community consensus on that contribution.
claim type: mechanism
topics: reputation
topics: tokenomics
topics: consensus-and-security
topics: dao
scope conditions: where participants stake against specific forum posts
attribution class: source_derived
attribution status: directly_attributable_to_wulf_a_kaal
verification status: current
source quote status: present_in_canonical_claim_record
source quote individual match status: not_recomputed_by_pilot
confidence: asserted
relevance score: 60

id: kaal:claim:4941807-030:source-passage
type: SourcePassage
text: Validation Pool (VP) form a crucial mechanism where an author's stakes are pooled to evaluate specific posts within the forum. The outcome of a VP can lead to the minting of new REP tokens, reflecting the consensus on a given issue or contribution.
locator status: exact_quote_without_page_locator

id: kaal:claim:4941807-033
type: Claim
canonical url: https://wulfkaal.github.io/claims/4941807-033
text: Under the proposed model the input parameters and learning data of AI systems are themselves governed by expert community consensus, through submission of proposals to the Forum and review by Validation Pool, so that only vetted and consensus backed data and parameters enter AI development.
claim type: mechanism
topics: governance-design
topics: ai-and-agents
topics: education-and-practice
topics: consensus-and-security
topics: dao
scope conditions: where training data and parameters are submitted as forum proposals subject to validation pool review
attribution class: source_derived
attribution status: directly_attributable_to_wulf_a_kaal
verification status: current
source quote status: present_in_canonical_claim_record
source quote individual match status: not_recomputed_by_pilot
confidence: argued
relevance score: 69

id: kaal:claim:4941807-033:source-passage
type: SourcePassage
text: the input parameters and learning data for AI systems can be governed through expert community consensus. This process involves submitting proposals to the Forum and undergoing Validation Pool review,
locator status: exact_quote_without_page_locator

id: kaal:claim:4957318-031
type: Claim
canonical url: https://wulfkaal.github.io/claims/4957318-031
text: Validation pools are the consensus mechanism of the proposed system: author stakes are pooled to evaluate specific forum posts, and the outcome can mint new reputation tokens that record the community's consensus on a contribution.
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id: kaal:claim:4957318-031:source-passage
type: SourcePassage
text: Validation Pool (VP) form a crucial mechanism where author stakes are pooled to evaluate specific posts within the forum. The outcome of a VP can lead to the minting of new REP tokens, reflecting the consensus on a given issue or contribution.
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id: kaal:claim:5095633-025
type: Claim
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text: Transparent DAO governance lets platforms compensate contributors according to demonstrated expertise and reputation, which mitigates the exploitative labor practices associated with centralized annotation services.
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id: kaal:claim:5095633-025:source-passage
type: SourcePassage
text: By implementing transparent governance mechanisms—often in the form of Decentralized Autonomous Organizations ("DAOs")—these ventures can equitably compensate data contributors based on demonstrated expertise and reputation, thus mitigating exploitative labor practices
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id: kaal:claim:5095633-031
type: Claim
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text: The reputation systems of SingularityNET, Fetch.ai, Ocean Protocol, Numeraire, and DcentAI are structurally insufficient for a fully decentralized Mechanical Turk model of large-scale AI dataset creation, offering only incremental innovation.
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id: kaal:claim:5095633-031:source-passage
type: SourcePassage
text: While these platforms offer incremental innovations in how contributors are evaluated and rewarded, they remain structurally insufficient for a fully decentralized "Mechanical Turk" model of large-scale AI dataset creation.
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id: kaal:claim:5095633-035
type: Claim
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text: Because Fetch.ai's reputation metrics do not adjust to evolving ethical, legal, and community standards, the platform risks entrenching biases and outdated practices.
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id: kaal:claim:5095633-035:source-passage
type: SourcePassage
text: the platform risks reinforcing biases or outdated practices if metrics are insufficiently aligned with changes in societal expectations or regulatory norms.
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id: kaal:claim:5095633-037
type: Claim
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text: Numeraire's staking and prediction-based reputation mechanism, tuned to predictive accuracy, overlooks the ethical and contextual concerns that characterize AI dataset governance.
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id: kaal:claim:5095633-037:source-passage
type: SourcePassage
text: The narrow focus on predictive accuracy overlooks the broader ethical and contextual concerns that characterize AI governance.
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id: kaal:claim:5095633-038
type: Claim
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text: A single reputation score, as used by DcentAI, cannot capture the interdependencies among privacy concerns, domain-specific regulation, and real-time ethical updates that dataset governance requires.
claim type: failure
topics: reputation
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id: kaal:claim:5095633-038:source-passage
type: SourcePassage
text: The current framework may struggle to capture interdependencies between various data facets—such as privacy concerns, domain-specific regulations, and real-time ethical updates—within a single reputation score.
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id: kaal:claim:5225296-031
type: Claim
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text: Weighted voting defeats Sybil attacks because ECDSA signatures and zk-SNARKs authenticate every platform action, so reputation cannot be artificially inflated by identities that lack genuine contribution.
claim type: mechanism
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id: kaal:claim:5225296-031:source-passage
type: SourcePassage
text: This approach utilizes cryptographic verification—via ECDSA signatures and zk-SNARKs—to authenticate actions, ensuring that reputation cannot be artificially inflated by Sybil identities lacking genuine effort
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id: kaal:claim:5245185-023
type: Claim
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text: Treating DAOs as monitoring entities assumes a static governance model that cannot keep pace with the rapid proliferation and sophistication of AI agents.
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id: kaal:claim:5245185-023:source-passage
type: SourcePassage
text: The evolution of DAOs as monitoring entities assumes a static governance model117 incapable of keeping pace with the rapid proliferation and sophistication of AI agents.
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id: kaal:claim:5245185-035
type: Claim
canonical url: https://wulfkaal.github.io/claims/5245185-035
text: Smart contract governance reduces the potential for human error and guarantees consistent application of governance protocols, features often lacking in purely AI driven supervision, although consensus delays may occur.
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scope conditions: predefined self enforcing rules executed on chain
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id: kaal:claim:5245185-035:source-passage
type: SourcePassage
text: reduces the potential for human error, and guarantees a consistent application of governance protocols—features that are often lacking in purely AI-driven supervisory models, though consensus delays may occur.
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id: kaal:claim:5245185-036
type: Claim
canonical url: https://wulfkaal.github.io/claims/5245185-036
text: Validation Pools are stipulated as mechanisms in which members stake non transferable reputation tokens to vote on the approval or disapproval of transactions, proposals, or activities, and this staking mechanism carries the paper's decentralized quality control function.
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topics: reputation
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scope conditions: web3 governance with non transferable reputation tokens
attribution class: source_derived
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id: kaal:claim:5245185-036:source-passage
type: SourcePassage
text: Validation Pools are mechanisms in which members stake their reputation tokens to vote on the approval or disapproval of transactions, proposals, or activities.
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id: kaal:claim:5245185-039
type: Claim
canonical url: https://wulfkaal.github.io/claims/5245185-039
text: Taken together, the transparency, decentralized decision making, and automated real time response properties of the proposed model make decentralized governance superior to AI driven supervision for secure, compliant, and efficient execution of AI agent transactions.
claim type: normative
topics: decentralization
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topics: ai-and-agents
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scope conditions: monitoring of AI agent transaction execution in modern digital infrastructures
attribution class: source_derived
attribution status: directly_attributable_to_wulf_a_kaal
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id: kaal:claim:5245185-039:source-passage
type: SourcePassage
text: demonstrate that a decentralized governance model is superior to AI-driven supervision for ensuring the secure, compliant, and efficient execution of AI agent transactions in modern digital infrastructures.
locator status: exact_quote_without_page_locator

id: kaal:claim:5541658-011
type: Claim
canonical url: https://wulfkaal.github.io/claims/5541658-011
text: Accuracy alone is insufficient for legal AI: a model must also be explainable before its outputs can be trusted in judicial settings.
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attribution class: source_derived
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id: kaal:claim:5541658-011:source-passage
type: SourcePassage
text: Accuracy alone is insufficient without explainability.
locator status: exact_quote_without_page_locator

id: kaal:claim:5541658-012
type: Claim
canonical url: https://wulfkaal.github.io/claims/5541658-012
text: Post hoc explainability techniques do not by themselves establish trustworthiness; the explanations they produce must additionally be verified against human knowledge.
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topics: ai-and-agents
topics: reputation
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attribution class: source_derived
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verification status: current
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id: kaal:claim:5541658-012:source-passage
type: SourcePassage
text: However, post-hoc explainers still need to be verified for trustworthiness, in that the explanations comport with human knowledge.
locator status: exact_quote_without_page_locator

id: kaal:claim:5541658-028
type: Claim
canonical url: https://wulfkaal.github.io/claims/5541658-028
text: Web3 systems offer significant improvements over conventional regulatory approaches to the challenges of governing AI in legal settings.
claim type: design
topics: governance-design
topics: ai-and-agents
topics: reputation
scope conditions: governance of AI where jurisdictional variability and implementation gaps defeat conventional regulation
attribution class: source_derived
attribution status: directly_attributable_to_wulf_a_kaal
verification status: current
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source quote individual match status: not_recomputed_by_pilot
confidence: asserted
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id: kaal:claim:5541658-028:source-passage
type: SourcePassage
text: Web3 systems offer significant improvements in this context.
locator status: exact_quote_without_page_locator

id: kaal:claim:5887242-009
type: Claim
canonical url: https://wulfkaal.github.io/claims/5887242-009
text: A reputation-based staking system sits at the core of the UDLC DAO's internal governance precisely because it eliminates the corruptive influence of fungible tokens and plutocratic one-token-one-vote mechanics.
claim type: mechanism
topics: reputation
topics: governance-design
topics: tokenomics
attribution class: source_derived
attribution status: directly_attributable_to_wulf_a_kaal
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source quote individual match status: not_recomputed_by_pilot
confidence: argued
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id: kaal:claim:5887242-009:source-passage
type: SourcePassage
text: At the core of the UDLC DAO's internal governance lies a reputation-based staking system that eliminates the corruptive influence of fungible tokens and plutocratic one-token-one-vote mechanics.
locator status: exact_quote_without_page_locator

id: kaal:claim:6192998-039
type: Claim
canonical url: https://wulfkaal.github.io/claims/6192998-039
text: Because AI agents can generate unlimited Sybil identities at near zero cost, defense must come from multi agent validation with quality based slashing, which imposes economic penalties scaling with the sophistication needed to produce competitive quality output.
claim type: mechanism
topics: consensus-and-security
topics: ai-and-agents
topics: research-methods
scope conditions: AI agent marketplaces where identity creation is essentially free
attribution class: source_derived
attribution status: directly_attributable_to_wulf_a_kaal
verification status: current
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source quote individual match status: not_recomputed_by_pilot
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id: kaal:claim:6192998-039:source-passage
type: SourcePassage
text: Adversarial robustness: AI agents can generate unlimited Sybil identities at near-zero cost. Multi-agent validation with quality-based slashing creates economic penalties that scale with the sophistication required to produce competitive-quality outputs.
locator status: exact_quote_without_page_locator

id: kaal:claim:6244278-017
type: Claim
canonical url: https://wulfkaal.github.io/claims/6244278-017
text: Institutional alignment scales with capability, because a more capable agent accumulates more reputation, holds a deeper stake in the system's integrity, and therefore has stronger alignment with the system's goals.
claim type: mechanism
topics: ai-and-agents
topics: institutional-design
topics: reputation
scope conditions: requires reputation that is accumulable, persistent, and non-transferable
attribution class: source_derived
attribution status: directly_attributable_to_wulf_a_kaal
verification status: current
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confidence: argued
relevance score: 71

id: kaal:claim:6244278-017:source-passage
type: SourcePassage
text: Institutional alignment scales with capability: the more capable the agent, the more reputation it can accumulate, the deeper its stake in the system's integrity, and the stronger its alignment with the system's goals.
locator status: exact_quote_without_page_locator

id: kaal:claim:6244278-025
type: Claim
canonical url: https://wulfkaal.github.io/claims/6244278-025
text: Institutional alignment resists gaming because the mechanisms that produce alignment are identical to the mechanisms that produce economic success: an agent cannot game its way to high reputation without actually performing competently and honestly.
claim type: mechanism
topics: regulatory-failure
topics: research-methods
topics: reputation
topics: ai-and-agents
topics: institutional-design
scope conditions: requires that competence and honesty be the sole criteria by which reputation is earned
attribution class: source_derived
attribution status: directly_attributable_to_wulf_a_kaal
verification status: current
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source quote individual match status: not_recomputed_by_pilot
confidence: argued
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id: kaal:claim:6244278-025:source-passage
type: SourcePassage
text: An agent cannot "game" its way to high reputation without actually performing competently and honestly, because competence and honesty are the criteria by which reputation is earned.
locator status: exact_quote_without_page_locator

id: kaal:claim:6244278-035
type: Claim
canonical url: https://wulfkaal.github.io/claims/6244278-035
text: Decentralized institutional alignment is a competitive advantage and not merely an ethical one, because the most aligned system will be the most trusted and the most trusted will command the largest market.
claim type: predictive
topics: reputation
topics: decentralization
topics: ai-and-agents
topics: economics
scope conditions: assumes trust translates into market share in agentic AI
attribution class: source_derived
attribution status: directly_attributable_to_wulf_a_kaal
verification status: current
source quote status: present_in_canonical_claim_record
source quote individual match status: not_recomputed_by_pilot
confidence: argued
relevance score: 79

id: kaal:claim:6244278-035:source-passage
type: SourcePassage
text: The most aligned system will be the most trusted, and the most trusted will command the largest market. Decentralized alignment is not merely an ethical advantage. It is a competitive one.
locator status: exact_quote_without_page_locator

id: kaal:claim:6269518-001
type: Claim
canonical url: https://wulfkaal.github.io/claims/6269518-001
text: Under existing citation-weighted reputation formulations, rational agents face a direct financial disincentive to cite prior contributions, because PageRank-derived value allocation transfers economic reward from the citing agent to the cited agent.
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topics: citation-and-knowledge
topics: ai-and-agents
topics: risk-and-incentives
topics: reputation
topics: dao
topics: governance-design
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attribution class: source_derived
attribution status: directly_attributable_to_wulf_a_kaal
verification status: current
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source quote individual match status: not_recomputed_by_pilot
confidence: argued
relevance score: 84

id: kaal:claim:6269518-001:source-passage
type: SourcePassage
text: Under existing formulations, rational agents face a direct financial disincentive to cite prior contributions, as citation-weighted value allocation through PageRank-derived mechanisms transfers economic reward from the citing agent to the cited agent.
locator status: exact_quote_without_page_locator

id: kaal:claim:6269518-003
type: Claim
canonical url: https://wulfkaal.github.io/claims/6269518-003
text: Citation-weighted payment mechanisms as currently formulated will systematically erode the quality of knowledge attribution in any decentralized reputation system if the incentive misalignment is left unaddressed.
claim type: predictive
topics: citation-and-knowledge
topics: ai-and-agents
topics: risk-and-incentives
topics: decentralization
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attribution class: source_derived
attribution status: directly_attributable_to_wulf_a_kaal
verification status: current
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source quote individual match status: not_recomputed_by_pilot
confidence: argued
relevance score: 61

id: kaal:claim:6269518-003:source-passage
type: SourcePassage
text: This paper demonstrates, however, that citation-weighted payment mechanisms as currently formulated contain a fundamental incentive misalignment that, if left unaddressed, will systematically erode the quality of knowledge attribution in any decentralized reputation system.
locator status: exact_quote_without_page_locator

id: kaal:claim:6269518-024
type: Claim
canonical url: https://wulfkaal.github.io/claims/6269518-024
text: Awarding validators a reputation bonus for detecting under-citation that consensus agrees with creates a positive incentive for vigilant citation policing.
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topics: risk-and-incentives
topics: citation-and-knowledge
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id: kaal:claim:6269518-024:source-passage
type: SourcePassage
text: Validators receive a reputation bonus for detecting under-citation that consensus agrees with, creating a positive incentive for vigilant citation policing.
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id: kaal:claim:6421319-012
type: Claim
canonical url: https://wulfkaal.github.io/claims/6421319-012
text: The correct response to the binding constraint cascade is rigorous decentralization of the compute and energy infrastructure underpinning AI production, pursued through decentralized compute networks, energy decentralization, open source models, and antitrust enforcement of compute markets.
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topics: decentralization
topics: economics
topics: reputation
topics: ai-and-agents
topics: open-source-and-code
topics: institutional-design
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attribution class: source_derived
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id: kaal:claim:6421319-012:source-passage
type: SourcePassage
text: The appropriate response is rigorous decentralization of the compute and energy infrastructure that underpins AI production.
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id: kaal:paper:0136b419272a
type: ScholarlyArticle
paper graph id: 0136b419272a
title: Chapter ) – Governance 1
filename: Calcaterra and Kaal - 2021 - Decentralized Governance.pdf
citation: Craig Calcaterra, Wulf A. Kaal, Decentralized Governance (2021). SSRN: https://ssrn.com/abstract=3782214

id: kaal:paper:01bd17a86890
type: ScholarlyArticle
paper graph id: 01bd17a86890
title: Semada Research Institute
filename: Calcaterra et al. - 2018 - Reputation Protocol for the Internet of Trust - Conceptual Whitepaper.pdf
citation: Craig Calcaterra, Wulf A. Kaal, Gopinath Sivalingam, Reputation Protocol for the Internet of Trust - Conceptual Whitepaper (2018). SSRN: https://ssrn.com/abstract=3266953

id: kaal:paper:0a7cc7a795b0
type: ScholarlyArticle
paper graph id: 0a7cc7a795b0
title: BLOCKCHAIN-BASED CORPORATE GOVERNANCE
filename: Kaal - 2019 - Blockchain-Based Corporate Governance.pdf
citation: Wulf A. Kaal, Blockchain-Based Corporate Governance (2019). SSRN: https://ssrn.com/abstract=3441904

id: kaal:paper:0a8c6b95a521
type: ScholarlyArticle
paper graph id: 0a8c6b95a521
title: AI Learning
filename: Kaal - 2024 - AI Learning - Decentralized Governance to Optimize Human Output Datasets for AI Learning.pdf
citation: Wulf A. Kaal, AI Learning - Decentralized Governance to Optimize Human Output Datasets for AI Learning (2024). SSRN: https://ssrn.com/abstract=4755632

id: kaal:paper:0ae9f33e113e
type: ScholarlyArticle
paper graph id: 0ae9f33e113e
title: Hybrid Secure Proof of Stake
filename: Kaal - 2021 - Hybrid Secure Proof of Stake.pdf
citation: Wulf A. Kaal, Hybrid Secure Proof of Stake (2021). SSRN: https://ssrn.com/abstract=3931933

id: kaal:paper:140dbab10259
type: ScholarlyArticle
paper graph id: 140dbab10259
title: Decentralized Autonomous Organizations (DAO)
filename: Kaal and Bykowski - 2023 - Decentralized Autonomous Organizations (DAO) – A Market Meta Analysis.pdf
citation: Wulf A. Kaal, Josh Bykowski, Decentralized Autonomous Organizations (DAO) – A Market Meta Analysis (2023). SSRN: https://ssrn.com/abstract=4529715

id: kaal:paper:20603ab28e2f
type: ScholarlyArticle
paper graph id: 20603ab28e2f
title: Citation Honesty Mechanisms in Weighted Directed Acyclic Graph Governance
filename: Kaal - 2026 - Citation Honesty Mechanisms in Weighted Directed Acyclic Graph Governance.pdf
citation: Wulf A. Kaal, Citation Honesty Mechanisms in Weighted Directed Acyclic Graph Governance (2026). SSRN: https://ssrn.com/abstract=6269518

id: kaal:paper:2113e75d4244
type: ScholarlyArticle
paper graph id: 2113e75d4244
title: REPUTATION AS CAPITAL
filename: Kaal - 2021 - REPUTATION AS CAPITAL – How Decentralized Autonomous Organizations Address Shortcomings in the Ventu.pdf
citation: Wulf A. Kaal, REPUTATION AS CAPITAL – How Decentralized Autonomous Organizations Address Shortcomings in the Ventu (2021). SSRN: https://ssrn.com/abstract=3962614

id: kaal:paper:2ac577dab85d
type: ScholarlyArticle
paper graph id: 2ac577dab85d
title: Draft Version 8 - September 2024
filename: Kaal - 2024 - The Future of Law - Dynamic Web3 Governance.pdf
citation: Wulf A. Kaal, The Future of Law - Dynamic Web3 Governance (2024). SSRN: https://ssrn.com/abstract=4957318

id: kaal:paper:2b5a6365cf02
type: ScholarlyArticle
paper graph id: 2b5a6365cf02
title: Impact Investing Innovation
filename: Kaal - 2024 - Impact Investing Innovation - From Impact 1.0 to 3.0.pdf
citation: Wulf A. Kaal, Impact Investing Innovation - From Impact 1.0 to 3.0 (2024). SSRN: https://ssrn.com/abstract=4685567

id: kaal:paper:307631d8e6d4
type: ScholarlyArticle
paper graph id: 307631d8e6d4
title: Draft Version 0.2
filename: Calcaterra and Kaal - 2018 - Secure Proof of Stake Protocol.pdf
citation: Craig Calcaterra, Wulf A. Kaal, Secure Proof of Stake Protocol (2018). SSRN: https://ssrn.com/abstract=3125827

id: kaal:paper:350ca2eb3957
type: ScholarlyArticle
paper graph id: 350ca2eb3957
title: December 2025
filename: Kaal - 2025 - The UDLC DAO Operationalizing a Continuously Evolving Universal Digital Law Codex Through Weighted.pdf
citation: Wulf A. Kaal, The UDLC DAO Operationalizing a Continuously Evolving Universal Digital Law Codex Through Weighted (2025). SSRN: https://ssrn.com/abstract=5887242

id: kaal:paper:44e1405bf089
type: ScholarlyArticle
paper graph id: 44e1405bf089
title: How can we Best Monitor AI Agents?
filename: Kaal - 2025 - How can we Best Monitor AI Agents.pdf
citation: Wulf A. Kaal, How can we Best Monitor AI Agents (2025). SSRN: https://ssrn.com/abstract=5245185

id: kaal:paper:46edd9b9d8d9
type: ScholarlyArticle
paper graph id: 46edd9b9d8d9
title: Version 4 - April 2025
filename: Kaal - 2025 - Cryptographic Foundations and Interdisciplinary Dimensions of the Secure Proof of Stake (SPoS) Conse.pdf
citation: Wulf A. Kaal, Cryptographic Foundations and Interdisciplinary Dimensions of the Secure Proof of Stake (SPoS) Conse (2025). SSRN: https://ssrn.com/abstract=5225296

id: kaal:paper:55a94550062c
type: ScholarlyArticle
paper graph id: 55a94550062c
title: Chapter ) – Reputation 1
filename: Calcaterra and Kaal - 2021 - The Importance of Reputation for the Evolution of Decentralization.pdf
citation: Craig Calcaterra, Wulf A. Kaal, The Importance of Reputation for the Evolution of Decentralization (2021). SSRN: https://ssrn.com/abstract=3782210

id: kaal:paper:623365c5280d
type: ScholarlyArticle
paper graph id: 623365c5280d
title: A Decentralized Autonomous Organization (DAO) of DAOs
filename: Kaal - 2021 - A Decentralized Autonomous Organization (DAO) of DAOs.pdf
citation: Wulf A. Kaal, A Decentralized Autonomous Organization (DAO) of DAOs (2021). SSRN: https://ssrn.com/abstract=3799320

id: kaal:paper:6c100ed87523
type: ScholarlyArticle
paper graph id: 6c100ed87523
title: Version 9.0 - May 2024
filename: Kaal - 2024 - AI Governance.pdf
citation: Wulf A. Kaal, AI Governance (2024). SSRN: https://ssrn.com/abstract=4796714

id: kaal:paper:7991977e6b1e
type: ScholarlyArticle
paper graph id: 7991977e6b1e
title: Code Review DAO
filename: Kaal - 2024 - Code Review DAO.pdf
citation: Wulf A. Kaal, Code Review DAO (2024). SSRN: https://ssrn.com/abstract=4734750

id: kaal:paper:7b47dec97439
type: ScholarlyArticle
paper graph id: 7b47dec97439
title: Chapter ) – Finance 1
filename: Calcaterra and Kaal - 2021 - Decentralized Finance (DeFi).pdf
citation: Craig Calcaterra, Wulf A. Kaal, Decentralized Finance (DeFi) (2021). SSRN: https://ssrn.com/abstract=3782216

id: kaal:paper:7de71edc4f11
type: ScholarlyArticle
paper graph id: 7de71edc4f11
title: 2022 DAO FALLACIES
filename: Kaal - 2022 - DAO Fallacies.pdf
citation: Wulf A. Kaal, DAO Fallacies (2022). SSRN: https://ssrn.com/abstract=4067783

id: kaal:paper:808865325975
type: ScholarlyArticle
paper graph id: 808865325975
title: DAOS – INTERNAL GOVERNANCE & EXTERNAL LEGAL DESIGN
filename: Kaal - 2020 - Decentralized Autonomous Organizations – Internal Governance and External Legal Design.pdf
citation: Wulf A. Kaal, Decentralized Autonomous Organizations – Internal Governance and External Legal Design (2020). SSRN: https://ssrn.com/abstract=3652481

id: kaal:paper:89ff38111830
type: ScholarlyArticle
paper graph id: 89ff38111830
title: 2019 BLOCKCHAIN SOLUTIONS FOR CORPORATE GOVERNANCE
filename: Kaal - 2019 - Blockchain Solutions for Agency Problems in Corporate Governance.pdf
citation: Wulf A. Kaal, Blockchain Solutions for Agency Problems in Corporate Governance (2019). SSRN: https://ssrn.com/abstract=3373393

id: kaal:paper:8b7efdf0148a
type: ScholarlyArticle
paper graph id: 8b7efdf0148a
title: WWuullff KKaaaall // IInntt..AArrttiiff..IInntteellll..&&MMaacchh..LLeeaarrnn.. 55((11)) ((22002255)) xxxx--xxxx Page 1 of xx
filename: Kaal - 2025 - Artificial Intelligence The Final Frontier.pdf
citation: Wulf A. Kaal, Artificial Intelligence The Final Frontier (2025). SSRN: https://ssrn.com/abstract=5095633

id: kaal:paper:8b928d929edc
type: ScholarlyArticle
paper graph id: 8b928d929edc
title: REPUTATION AS CAPITAL
filename: Kaal - 2021 - Reputation as Capital – How DAOs Upgrade Finance.pdf
citation: Wulf A. Kaal, Reputation as Capital – How DAOs Upgrade Finance (2021). SSRN: https://ssrn.com/abstract=3949098

id: kaal:paper:8caf55569acd
type: ScholarlyArticle
paper graph id: 8caf55569acd
title: Chapter ) – Historical Sketches of Centralization vs. Decentralization
filename: Calcaterra and Kaal - 2021 - Historical Sketches of Centralization vs. Decentralization.pdf
citation: Craig Calcaterra, Wulf A. Kaal, Historical Sketches of Centralization vs. Decentralization (2021). SSRN: https://ssrn.com/abstract=3782193

id: kaal:paper:9a665fac781f
type: ScholarlyArticle
paper graph id: 9a665fac781f
title: The Collapse of Scarcity Economics
filename: Kaal - 2026 - The Collapse of Scarcity Economics.pdf
citation: Wulf A. Kaal, The Collapse of Scarcity Economics (2026). SSRN: https://ssrn.com/abstract=6421319

id: kaal:paper:b291353d9d0e
type: ScholarlyArticle
paper graph id: b291353d9d0e
title: How Decentralized Autonomous Organizations Optimize Charitable Giving
filename: Kaal - 2021 - How Decentralized Autonomous Organizations Optimize Charitable Giving.pdf
citation: Wulf A. Kaal, How Decentralized Autonomous Organizations Optimize Charitable Giving (2021). SSRN: https://ssrn.com/abstract=3981021

id: kaal:paper:bf34b0870e32
type: ScholarlyArticle
paper graph id: bf34b0870e32
title: AI GOVERNANCE VIA WEB3 REPUTATION
filename: Kaal - 2024 - AI Governance Via Web3 Reputation System.pdf
citation: Wulf A. Kaal, AI Governance Via Web3 Reputation System (2024). SSRN: https://ssrn.com/abstract=4941807

id: kaal:paper:c42c66b4e407
type: ScholarlyArticle
paper graph id: c42c66b4e407
title: Version 5 - June 2024
filename: Kaal - 2024 - How AI Models are Optimized Through Web3 Governance.pdf
citation: Wulf A. Kaal, How AI Models are Optimized Through Web3 Governance (2024). SSRN: https://ssrn.com/abstract=4855607

id: kaal:paper:c98be633dd58
type: ScholarlyArticle
paper graph id: c98be633dd58
title: Evolution of Domain-Specific Reputation Systems From Binary Validation to Citation-Weighted Knowledge Attribution
filename: Kaal - 2026 - Evolution of Domain-Specific Reputation Systems From Binary Validation to Citation-Weighted Knowledge Attribution.pdf
citation: Wulf A. Kaal, Evolution of Domain-Specific Reputation Systems From Binary Validation to Citation-Weighted Knowledge Attribution (2026). SSRN: https://ssrn.com/abstract=6192998

id: kaal:paper:d11e51ffe1cd
type: ScholarlyArticle
paper graph id: d11e51ffe1cd
title: Version 6 - August 2025
filename: Kaal and Gray - 2025 - The Evolving Role of Artificial Intelligence in Law.pdf
citation: Wulf A. Kaal, Morgan A. Gray, The Evolving Role of Artificial Intelligence in Law (2025). SSRN: https://ssrn.com/abstract=5541658

id: kaal:paper:dc94180d51a5
type: ScholarlyArticle
paper graph id: dc94180d51a5
title: AI's Mother's Instinct Engineered Consequence Emergent Ethics and the Institutional Trajectory Toward Agentic Alignment
filename: Kaal - 2026 - AI's Mother's Instinct Engineered Consequence Emergent Ethics and the Institutional Trajectory Toward Agentic Alignment.pdf
citation: Wulf A. Kaal, AI's Mother's Instinct Engineered Consequence Emergent Ethics and the Institutional Trajectory Toward Agentic Alignment (2026). SSRN: https://ssrn.com/abstract=6244278

id: kaal:paper:dee2eeeaba8e
type: ScholarlyArticle
paper graph id: dee2eeeaba8e
title: DECENTRALIZATION NEUTRALIZERS
filename: Kaal - 2021 - Decentralization Neutralizers.pdf
citation: Wulf A. Kaal, Decentralization Neutralizers (2021). SSRN: https://ssrn.com/abstract=3808873

id: kaal:paper:e1c51fbe7ac8
type: ScholarlyArticle
paper graph id: e1c51fbe7ac8
title: Chapter ) – Technical Perspective 1
filename: Calcaterra and Kaal - 2021 - A Technical Perspective on Decentralization.pdf
citation: Craig Calcaterra, Wulf A. Kaal, A Technical Perspective on Decentralization (2021). SSRN: https://ssrn.com/abstract=3782203

id: kaal:paper:e7ed954f6916
type: ScholarlyArticle
paper graph id: e7ed954f6916
title: DECENTRALIZED MECHANICAL TURK THROUGH VERIFIED REPUTATION
filename: Kaal - 2018 - Decentralized Mechanical Turk Through Verified Reputation.pdf
citation: Wulf A. Kaal, Decentralized Mechanical Turk Through Verified Reputation (2018). SSRN: https://ssrn.com/abstract=3128900

id: kaal:paper:e9ec525646fa
type: ScholarlyArticle
paper graph id: e9ec525646fa
title: Chapter ) – Future Decentralization 1
filename: Calcaterra and Kaal - 2021 - Future of Decentralization.pdf
citation: Craig Calcaterra, Wulf A. Kaal, Future of Decentralization (2021). SSRN: https://ssrn.com/abstract=3782201

id: kaal:paper:ef1b76de3b36
type: ScholarlyArticle
paper graph id: ef1b76de3b36
title: DECENTRALIZED COMMERCE
filename: Kaal - 2019 - Decentralized Commerce – A Primer on Why Decentralized Reputation Verification Systems Are Needed.pdf
citation: Wulf A. Kaal, Decentralized Commerce – A Primer on Why Decentralized Reputation Verification Systems Are Needed (2019). SSRN: https://ssrn.com/abstract=3405401

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