# Information asymmetry

`kaal:entity:information-asymmetry`

**Status.** derived

This node is assembled mechanically from the 41 claims that carry the concept tag `information-asymmetry`. It is a roster of what the corpus says under this term. It is **not** an adjudicated definition: no single statement here has been ruled canonical, and no first-appearance call has been made. Read the claims and judge for yourself.

## Every claim under this term

41 claims across 26 works, 2009 to 2026.

**2009**

- [1428387-022](https://wulfkaal.github.io/claims/1428387-022) [mechanism/argued] *(failure mode)* -- Moral hazard is worsened when the financial products traded are so complex that the agents, mostly on the buy side, do not entirely understand them and trade for the principal on the basis of incomplete and asymmetric information.
  > The moral hazard problem is further exacerbated when the financial products involved in many of these transactions are so highly complex that the agents, mostly on the buy side, do not entirely understand them and trade for the principal based on incomplete and asymmetric information.
  Kaal, Hedge Fund Valuation Retailization, Regulation, and Investor Suitability (2009). SSRN: https://papers.ssrn.com/sol3/papers.cfm?abstract_id=1428387
- [1428387-037](https://wulfkaal.github.io/claims/1428387-037) [failure/argued] *(failure mode)* -- Regulation targeted only at retail investors is misdirected, because incomplete and asymmetric information, bounded rationality, and moral hazard make it difficult even for professional and semi professional investors to discern the characteristics of highly complex instruments and hard-to-value assets.
  > Incomplete and asymmetric information, bounded rationality of decision makers and moral hazard make it difficult for professional and semi professional investors to discern the different characteristics of many highly complex financial instruments and
  Kaal, Hedge Fund Valuation Retailization, Regulation, and Investor Suitability (2009). SSRN: https://papers.ssrn.com/sol3/papers.cfm?abstract_id=1428387

**2010**

- [1558614-020](https://wulfkaal.github.io/claims/1558614-020) [failure/argued] *(failure mode)* -- Director independence does not produce effective risk monitoring: as the failure of independent director oversight at Lehman Brothers and other large U.S. financial firms shows, independent directors cannot monitor risk when managers, accountants and lawyers keep them in the dark.
  > independent directors cannot effectively monitor for risk if they are kept in the dark by the firm's managers, accountants, lawyers, and other persons familiar with its business
  Painter and Kaal, Initial Reflections on an Evolving Standard Constraints on Risk Taking by Directors and Officers in (2010). SSRN: https://papers.ssrn.com/sol3/papers.cfm?abstract_id=1558614
- [1664809-023](https://wulfkaal.github.io/claims/1664809-023) [mechanism/evidenced] -- Legal uncertainty generates transaction costs, and European company boards will inevitably incur costs minimizing the information asymmetries created by different legal regimes that may or may not apply to their company.
  > Legal uncertainty generates transaction costs.
  Richard W. Painter, Wulf A. Kaal, Extraterritorial Application of US Securities Law – Will the US Become the Default Jurisdiction for (2010). SSRN: https://ssrn.com/abstract=1664809

**2011**

- [1908473-010](https://wulfkaal.github.io/claims/1908473-010) [failure/argued] *(failure mode)* -- Contingent capital offers only limited protection against information asymmetries, principal and agent conflicts, and collective action problems, so it cannot by itself prevent economic failure.
  > Contingent capital can only limitedly protect against information asymmetries, principal/agent issues, and collective action problems.
  Wulf A. Kaal, Christoph Henkel, Contingent Capital with Sequential Triggers (2011). SSRN: https://ssrn.com/abstract=1908473
- [1908473-011](https://wulfkaal.github.io/claims/1908473-011) [failure/argued] *(failure mode)* -- Existing proposals for implementing contingent capital do not explain how they would address the information asymmetries and principal and agent problems that may lie at the core of the credit crisis.
  > Although contingent capital has many beneficial attributes, existing proposals for implementing contingent capital are unclear as to how they will address information asymmetries and principal/agent problems.
  Wulf A. Kaal, Christoph Henkel, Contingent Capital with Sequential Triggers (2011). SSRN: https://ssrn.com/abstract=1908473
- [1908473-029](https://wulfkaal.github.io/claims/1908473-029) [mechanism/argued] -- Information asymmetries between market participants and a systemically important institution's management before default can be reduced if a financial weakening after conversion of contingent capital triggers a voting rights increase.
  > The information asymmetries between market participants and a SIFI's management before a SIFI defaults199 could be minimized if a financial weakening of the SIFI after conversion of CCS triggers a voting rights increase.
  Wulf A. Kaal, Christoph Henkel, Contingent Capital with Sequential Triggers (2011). SSRN: https://ssrn.com/abstract=1908473

**2013**

- [2267560-018](https://wulfkaal.github.io/claims/2267560-018) [mechanism/argued] -- Private rulemakers have a comparative advantage over public rulemakers in the dynamic regulation framework because public rulemakers lack comparable access to timely and institution-specific information.
  > Private rulemakers in the dynamic regulation framework have a comparative advantage over public rulemakers who do not have comparable access to timely and institution-specific information.
  Wulf A. Kaal, Evolution of Law Dynamic Regulation in a New Institutional Economics Framework (2013). SSRN: https://ssrn.com/abstract=2267560
- [kaal-2013-acomparativeperspectiveo-010](https://wulfkaal.github.io/claims/kaal-2013-acomparativeperspectiveo-010) [mechanism/argued] *(failure mode)* -- Directors who are inadequately informed about the expected standard of conduct will underestimate their personal liability exposure and engage in riskier behavior than is desirable for the company itself.
  > Inadequately informed directors may underestimate their personal liability exposure and engage in more risky behavior than is desirable for the company itself.
  Kaal, A Comparative Perspective on the Limitations of the Duty of Oversight – A Comment on Lisa Fairfax (2013)

**2016**

- [2831040-003](https://wulfkaal.github.io/claims/2831040-003) [failure/argued] *(failure mode)* -- Regulators face a two ended timing trap: at the early stage of an innovation they lack information about its possible impact, and at the later stage the innovation is entrenched, so regulatory change becomes far more costly for innovating corporations.
  > Entrenched innovation during a later stage of a product cycle also creates issues for regulation because it becomes much more costly to implement regulatory changes for innovating corporations
  Wulf A. Kaal, Dynamic Regulation for Innovation (2016). SSRN: https://ssrn.com/abstract=2831040
- [2831040-023](https://wulfkaal.github.io/claims/2831040-023) [failure/argued] *(failure mode)* -- Early regulatory intervention is subject to massive information asymmetries and associated regulatory uncertainty because the early stage of an innovation often provides insufficient information about its possible risks and benefits.
  > early regulatory intervention in evolving innovative products/services etc. is subject to massive information asymmetries and associated regulatory uncertainty. The early stage of innovation often provides insufficient information on possible risks and benefits of the innovation.
  Wulf A. Kaal, Dynamic Regulation for Innovation (2016). SSRN: https://ssrn.com/abstract=2831040

**2017**

- [3067615-025](https://wulfkaal.github.io/claims/3067615-025) [failure/argued] *(failure mode)* -- ICOs provide the highest possible liquidity for investors at the very beginning of a platform's lifecycle, before the reporting, accounting, and legal infrastructure that gives the investing public assurance of underlying business success, so investors trade on very limited information and volatility of the tokens and the whole cryptocurrency market increases.
  > Because ICOs typically take place at the beginning of the lifecycle of a crypto business/platform, ICO investors typically invest - and the token exchange - on very limited information which increases volatility of the tokens and the entire cryptocurrency market.
  Wulf A. Kaal, Marco Dell'Erba, Initial Coin Offerings Emerging Practices, Risk Factors, and Red Flags (2017). SSRN: https://ssrn.com/abstract=3067615

**2018**

- [3227967-004](https://wulfkaal.github.io/claims/3227967-004) [failure/argued] *(failure mode)* -- The traditional knowledge transmission model of education is ill suited to a world of fast paced change and easy access to information, because prior experience may not be relevant to a fast changing reality and information is always one search away.
  > But, this model seems ill-suited to a world of fast-paced change and easy access to information. Prior experience may not be relevant to a fast-changing reality and information is only ever one Google search away.
  Mark Fenwick, Wulf A. Kaal, Erik P.M. Vermeulen, Legal Education in a Digital Age Why 'Coding for Lawyers' Matters (2018). SSRN: https://ssrn.com/abstract=3227967
- [3227967-006](https://wulfkaal.github.io/claims/3227967-006) [mechanism/evidenced] -- In early Silicon Valley the contractual mechanisms lawyers designed, together with the lawyer dominated market for reputation, reduced information asymmetries between entrepreneurs and investors and were necessary to bring the demand and supply sides of venture capital together effectively.
  > Finally, the contractual mechanisms and the lawyer-dominated market for reputation reduced the information asymmetries between the entrepreneurs and investors and, as such, were necessary to bring the demand-side and supply-side of "venture capital" together effectively.
  Mark Fenwick, Wulf A. Kaal, Erik P.M. Vermeulen, Legal Education in a Digital Age Why 'Coding for Lawyers' Matters (2018). SSRN: https://ssrn.com/abstract=3227967

**2019**

- [3373393-007](https://wulfkaal.github.io/claims/3373393-007) [mechanism/argued] -- Agency problems originate from the lack of trust between principals and agents, which itself stems from information asymmetries and agents' opportunistic self-interested behavior.
  > Agency problems originate from the lacking trust between principals and agents.
  Wulf A. Kaal, Blockchain Solutions for Agency Problems in Corporate Governance (2019). SSRN: https://ssrn.com/abstract=3373393
- [3373393-008](https://wulfkaal.github.io/claims/3373393-008) [failure/argued] *(failure mode)* -- Because of bounded rationality, incomplete foresight, and information asymmetries, it is impossible for principals to contract for every possible action or inaction of the agent so as to induce the agent to act in the principal's best interests.
  > it is impossible for principals to contract for every possible action or inaction of the agent in order to induce the agent to act in the best interests of the principal.
  Wulf A. Kaal, Blockchain Solutions for Agency Problems in Corporate Governance (2019). SSRN: https://ssrn.com/abstract=3373393
- [3396522-021](https://wulfkaal.github.io/claims/3396522-021) [mechanism/argued] *(failure mode)* -- Extreme illiquidity combined with the herd mentality of crypto investors systematically benefits speculators, because it lets apparent scarcity materialize out of nowhere precisely when investors are about to decide, prompting misinformed buy and sell decisions.
  > The very high illiquidity of the cryptocurrency market in combination with the herd mentality of crypto investors benefits speculators because it allows scarcity to appear out of nowhere including for investors who are about to make an investment decision.
  Craig Calcaterra, Wulf A. Kaal, Vadhindran K. Rao, Stable Cryptocurrencies (2019). SSRN: https://ssrn.com/abstract=3396522
- [3396522-023](https://wulfkaal.github.io/claims/3396522-023) [failure/argued] *(failure mode)* -- Central bank price stability is elusive for two structural reasons: central banks are constantly lobbied to move money supply away from equilibrium, and even absent lobbying they face information asymmetries that prevent them from determining the optimal supply at any given moment.
  > Central banks are constantly being lobbied to increase or decrease money supply away from equilibrium.149 Moreover, even without lobbying, Central banks are subject to information asymmetries that do not allow them to determine the optimal amount of supply at any given point in time.
  Craig Calcaterra, Wulf A. Kaal, Vadhindran K. Rao, Stable Cryptocurrencies (2019). SSRN: https://ssrn.com/abstract=3396522
- [3405401-017](https://wulfkaal.github.io/claims/3405401-017) [failure/argued] *(failure mode)* -- Smart contracts leave counterparty information asymmetries unresolved: the tenant of a smart property cannot fully know whether the landlord is providing a worthy property, and the landlord cannot know in advance how likely the tenant is to destroy the premises.
  > In our example above, the tenant of the smart property cannot fully know if the landlord is providing a worthy property. In turn, the landlord cannot know in advance how likely the tenant will destroy the premises.
  Wulf A. Kaal, Decentralized Commerce – A Primer on Why Decentralized Reputation Verification Systems Are Needed (2019). SSRN: https://ssrn.com/abstract=3405401
- [3405660-003](https://wulfkaal.github.io/claims/3405660-003) [mechanism/argued] -- Hedge fund secrecy is not incidental but competitively necessary: the less the market knows about a fund's activities, the easier it is for the fund to compete and generate the returns clients demand.
  > Their penchant for secrecy originates in hedge funds' need to stay competitive to generate the returns demanded by their clients. The less information the market has about hedge funds' activities, the easier it is for them to compete with other funds.
  Kaal, Indirect Regulation of Hedge Funds (2019). SSRN: https://papers.ssrn.com/sol3/papers.cfm?abstract_id=3405660
- [3405660-004](https://wulfkaal.github.io/claims/3405660-004) [failure/asserted] *(failure mode)* -- Neither national nor international regulators have the resources to fully investigate or regulate hedge fund activity, and the industry actively lobbies to preserve the resulting information asymmetries.
  > National and international regulators do not have the resources to fully investigate or regulate the activities of hedge funds. Hedge funds are lobbying to preserve information asymmetries as far as possible and avoid enhanced transparency.
  Kaal, Indirect Regulation of Hedge Funds (2019). SSRN: https://papers.ssrn.com/sol3/papers.cfm?abstract_id=3405660
- [3405660-036](https://wulfkaal.github.io/claims/3405660-036) [mechanism/argued] -- The internal ratings based approach reduces information asymmetry because internal ratings capture supplementary borrower information that external credit assessors cannot reach and cover a broader range of borrowers.
  > internal ratings may incorporate supplementary information about borrowers that is usually beyond the reach of institutions providing external credit assessments, and may cover a much broader range of borrowers
  Kaal, Indirect Regulation of Hedge Funds (2019). SSRN: https://papers.ssrn.com/sol3/papers.cfm?abstract_id=3405660
- [3405660-038](https://wulfkaal.github.io/claims/3405660-038) [design/argued] -- Under an indirect approach hedge funds can remain exempt from disclosure and transparency requirements because only the financial intermediaries are required to reveal the relevant information, which is why the approach reconciles secrecy with reduced information asymmetry.
  > At the same time, under an indirect regulatory approach, hedge funds can remain exempt from disclosure and transparency requirements. Only financial intermediaries are required to unveil that information.
  Kaal, Indirect Regulation of Hedge Funds (2019). SSRN: https://papers.ssrn.com/sol3/papers.cfm?abstract_id=3405660

**2021**

- [3782193-030](https://wulfkaal.github.io/claims/3782193-030) [empirical/evidenced] -- 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.
  > 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.
  Craig Calcaterra, Wulf A. Kaal, Historical Sketches of Centralization vs. Decentralization (2021). SSRN: https://ssrn.com/abstract=3782193
- [3782210-002](https://wulfkaal.github.io/claims/3782210-002) [failure/argued] *(failure mode)* -- Markets collapse when opportunistic behavior saps the efficiency of cooperation: once the environment becomes too adversarial and trust is diminished, collaboration is no longer profitable.
  > when the efficiency of cooperation is sapped by opportunistic behavior. When the environment becomes too adversarial, when trust is diminished, collaboration is no longer profitable. The market collapses.
  Craig Calcaterra, Wulf A. Kaal, The Importance of Reputation for the Evolution of Decentralization (2021). SSRN: https://ssrn.com/abstract=3782210
- [3808852-009](https://wulfkaal.github.io/claims/3808852-009) [condition/evidenced] -- Because of human shortcomings, bounded rationality, incomplete foresight, and information asymmetries, it is impossible for principals to contract for every possible action or inaction of the agent so as to induce the agent to act in the principal's best interest.
  > bounded rationality, incomplete foresight, and information asymmetries between principal and agent,7 it is impossible for principals to contract for every possible action or inaction of the agent in order to induce the agent to act in the best interest of the principal.
  Wulf A. Kaal, Decentralization and Feedback Effects (2021). SSRN: https://ssrn.com/abstract=3808852
- [3808852-028](https://wulfkaal.github.io/claims/3808852-028) [failure/evidenced] *(failure mode)* -- Decentralized exchanges may fail to ensure market integrity, because the code that creates a DEX can allow asymmetric distribution of trading information based on user status.
  > the code that creates a DEX may also allow the asymmetric distribution of trading information based on user status.19
  Wulf A. Kaal, Decentralization and Feedback Effects (2021). SSRN: https://ssrn.com/abstract=3808852
- [3931933-015](https://wulfkaal.github.io/claims/3931933-015) [failure/evidenced] *(failure mode)* -- The initial Casper testnet group was hampered by communication shortcomings, with only around 680 validators present in the telegram group that served as the main channel for news and updates.
  > Yet, the initial testnet group were hampered by communication shortcomings. For example, only around 680 of the validators were present in the telegram group.
  Wulf A. Kaal, Hybrid Secure Proof of Stake (2021). SSRN: https://ssrn.com/abstract=3931933
- [3962614-010](https://wulfkaal.github.io/claims/3962614-010) [mechanism/evidenced] *(failure mode)* -- Significant information asymmetries in venture capital can lead portfolio company managers to engage in opportunistic behavior after an investment is made.
  > Finally, significant information asymmetries can lead managers to engage in opportunistic behavior after an investment is made.
  Wulf A. Kaal, REPUTATION AS CAPITAL – How Decentralized Autonomous Organizations Address Shortcomings in the Ventu (2021). SSRN: https://ssrn.com/abstract=3962614
- [3962614-015](https://wulfkaal.github.io/claims/3962614-015) [condition/asserted] -- As a rule of thumb in early investment rounds, the lower the information asymmetry the lower the payout, and below a certain threshold of established value venture capitalists will rarely invest at all.
  > As a rule of thumb in the early investment rounds, the lower the information asymmetry, the lower the payout. Below a certain threshold of established value, VCs will rarely invest.
  Wulf A. Kaal, REPUTATION AS CAPITAL – How Decentralized Autonomous Organizations Address Shortcomings in the Ventu (2021). SSRN: https://ssrn.com/abstract=3962614
- [3962614-018](https://wulfkaal.github.io/claims/3962614-018) [mechanism/argued] *(failure mode)* -- Information asymmetries increase in traditional VC investment rounds because startups are incentivized to self censor when engaging with VCs, having little data to work with and being reluctant to overexpose themselves to prospective investors.
  > Information asymmetries increase in traditional VC investment rounds as startups are incentivized to self-censor when engaging with VCs, as they have little data to work with, and are reluctant to overexpose themselves to prospective investors.
  Wulf A. Kaal, REPUTATION AS CAPITAL – How Decentralized Autonomous Organizations Address Shortcomings in the Ventu (2021). SSRN: https://ssrn.com/abstract=3962614
- [3981021-034](https://wulfkaal.github.io/claims/3981021-034) [mechanism/argued] -- Anonymity increases the value of the reputation token, because as information asymmetries and incomplete information increase, the value of the information that derives from reputation tokens increases.
  > - Anonymity increases the value of the reputation token. As the information asymmetries and incomplete information increase because of the increasing anonymity, the value of the information that derives from reputation tokens increases.
  Wulf A. Kaal, How Decentralized Autonomous Organizations Optimize Charitable Giving (2021). SSRN: https://ssrn.com/abstract=3981021

**2022**

- [4033886-010](https://wulfkaal.github.io/claims/4033886-010) [mechanism/argued] *(failure mode)* -- Arbitrage trading emerges in crypto markets because of information asymmetries across exchanges, which arise from imperfect disclosure, and the resulting decline in market efficiency is a key indicator of an inefficient market.
  > The reason arbitrage trading starts to happen is because of asymmetries of information across the different exchanges. These asymmetries can happen as a result of imperfect disclosures or incite on whether a company has a willingness to take on debt.
  Wulf A. Kaal, Samuel Evans, Hayley Howe, Digital Asset Valuation (2022). SSRN: https://ssrn.com/abstract=4033886

**2024**

- [4900878-011](https://wulfkaal.github.io/claims/4900878-011) [empirical/evidenced] -- In a quantum game model of a two firm market, monopoly emerges once informational asymmetry passes a threshold, and the result is lower total quantity and reduced economic efficiency.
  > monopoly appears when the informational asymmetry reaches a certain threshold, leading to a decrease in total quantity and economic efficiency.
  Wulf A. Kaal, Quantum Economy and Tokenomics (2024). SSRN: https://ssrn.com/abstract=4900878
- [4900880-016](https://wulfkaal.github.io/claims/4900880-016) [mechanism/evidenced] -- In a quantum game model of a market with informational asymmetry between two firms, monopoly emerges once the informational asymmetry passes a threshold, and total quantity and economic efficiency fall as a result.
  > The model shows that monopoly appears when the informational asymmetry reaches a certain threshold, leading to a decrease in total quantity and economic efficiency.
  Wulf A. Kaal, Quantum Economy and the Future of Work (2024). SSRN: https://ssrn.com/abstract=4900880

**2025**

- [5886442-018](https://wulfkaal.github.io/claims/5886442-018) [mechanism/argued] -- The premise of asymmetric information is architecturally invalidated in the AI-to-AI economy because every inference, parameter update, decision trace and model weight is by design cryptographically attested, version controlled and auditable in real time across federated networks.
  > In the AI2AI economy, this foundational premise is architecturally invalidated. Every inference, every parameter update, every decision trace, and every model weight in an autonomous agent is, by design, cryptographically attested, version-controlled, and auditable in real time
  Wulf A. Kaal, The AI-to-AI Economy and the Collapse of Anthropocentric Economic Theory (2025). SSRN: https://ssrn.com/abstract=5886442

**2026**

- [6421319-019](https://wulfkaal.github.io/claims/6421319-019) [mechanism/argued] -- Hidden action and hidden information are not merely reduced but rendered computationally impossible at the substrate level, because every inference, parameter update, decision trace, and model weight in an autonomous agent is by design cryptographically attested, version controlled, and auditable in real time.
  > Hidden action and hidden information are not merely reduced. They are rendered computationally impossible at the substrate level.
  Wulf A. Kaal, The Collapse of Scarcity Economics (2026). SSRN: https://ssrn.com/abstract=6421319
- [6421319-021](https://wulfkaal.github.io/claims/6421319-021) [failure/argued] *(failure mode)* -- If probabilistic AI agents cannot reliably distinguish truth from fabrication, the lemons problem and signaling games retain relevance, but the asymmetry relocates: it now runs between agents that can verify AI output and those that cannot.
  > If probabilistic AI agents cannot reliably distinguish truth from fabrication, then Akerlof's lemons problem and Spence's signaling games retain their relevance. Only now the asymmetry is between agents that can verify AI output and those that cannot.
  Wulf A. Kaal, The Collapse of Scarcity Economics (2026). SSRN: https://ssrn.com/abstract=6421319
- [6607458-012](https://wulfkaal.github.io/claims/6607458-012) [mechanism/argued] -- In generative exchange a counterparty cannot evaluate the quality of a generative distribution from a single realization, so a verified track record of prior generative outputs is required; reputation performs this function.
  > The counterparty cannot evaluate the quality of the distribution from a single realization. The counterparty needs a track record: a verified history of the agent's generative outputs across prior interactions. Reputation serves this function
  Wulf A. Kaal, Computative Economics A Framework for Economic Analysis under Computational Abundance (2026). SSRN: https://ssrn.com/abstract=6607458
- [6607458-017](https://wulfkaal.github.io/claims/6607458-017) [mechanism/argued] -- Computational abundance does not eliminate information asymmetry; it transforms its locus, since traditional informational advantages such as knowledge of market conditions, contract terms, and domain expertise become accessible at negligible cost.
  > Computational abundance does not eliminate information asymmetry, it transforms its locus. Traditional informational advantages, knowledge of market conditions, understanding of contract terms, possession of domain expertise, become accessible at negligible cost.
  Wulf A. Kaal, Computative Economics A Framework for Economic Analysis under Computational Abundance (2026). SSRN: https://ssrn.com/abstract=6607458
- [6655138-025](https://wulfkaal.github.io/claims/6655138-025) [mechanism/argued] -- An agent may fund a proposal it generated itself in order to derisk it for downstream funders, because posting a proposal with the architect's own seed bounty signals commitment and reduces the information asymmetry that would otherwise prevent third-party funding.
  > Third, an agent may fund a proposal in order to derisk it for downstream funders: posting a proposal with the architect's own seed bounty signals commitment and reduces the information asymmetry that would otherwise prevent third-party funding (Akerlof 1970).
  Wulf A. Kaal, Possibility Loops An Operational Architecture for Computative Economics in Agent Coordination Systems (2026). SSRN: https://ssrn.com/abstract=6655138

## Verify

Every claim above resolves to a record carrying a verbatim source quote, the sha256 of the source PDF, and a preformatted citation. Nothing here asks to be taken on trust.

    curl -s https://wulfkaal.github.io/entities/information-asymmetry.md | sha256sum

**Canonical form.** This markdown file is the canonical hashed representation of this entity node. Its sha256 is the content hash.
