# Brittleness `kaal:entity:brittleness` **Status.** derived This node is assembled mechanically from the 7 claims that carry the concept tag `brittleness`. 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 7 claims across 6 works, 2021 to 2025. 1 of them no longer stand as published, per the claim status overlay. Each is flagged in place below and in the register listings above. Route to the superseding claim rather than the first statement. **2021** - [3782191-037](https://wulfkaal.github.io/claims/3782191-037) [failure/argued] *(failure mode)* -- Corporations centralize power in order to pursue a singular strategy that efficiently exploits market circumstances, but this produces instability when the market swings, because a brittle hierarchy may crash before it can reorganize to handle a new challenge. > Corporations tend to have centralized power, because they wish to employ a singu- lar strategy to efficiently exploit the circumstances of the market. However, this leads to instability whenever the market swings. Craig Calcaterra, Wulf A. Kaal, Preface to (2021). SSRN: https://ssrn.com/abstract=3782191 - [3782192-022](https://wulfkaal.github.io/claims/3782192-022) [failure/argued] *(failure mode)* -- Even where corruption is avoided, rigidity still leads centralized organizations to catastrophic ends, because failures push members to cling more faithfully to the rules that saved them in the past, making the system still more rigid and brittle. > Even if corruption can be avoided in the beginning, the rigidity still leads centralized organizations to cata- strophic ends, as failures naturally push members to cling ever more faithfully to the rules that have saved them in the past, making the system even more rigid and brit- tle. Craig Calcaterra, Wulf A. Kaal, Introduction to Decentralization (2021). SSRN: https://ssrn.com/abstract=3782192 - [3782201-011](https://wulfkaal.github.io/claims/3782201-011) [failure/argued] *(failure mode)* -- Centralized and opaque reputation systems such as China's Social Credit System are unstable in the long run and particularly dangerous, because their computerized bureaucracy makes them inherently rigid and their early successes make them progressively more brittle. > Centralized and opaque systems like the SCS are unstable in the long run. They are particularly dangerous, because their computerized bureaucracy makes them in- herently rigid. Their early successes will make them more and more brittle. Craig Calcaterra, Wulf A. Kaal, Future of Decentralization (2021). SSRN: https://ssrn.com/abstract=3782201 - [3782201-012](https://wulfkaal.github.io/claims/3782201-012) [failure/argued] *(failure mode)* **[FALSIFIED -- The claim holds that neural networks are 'always extremely unreliable when applied to novel situations.' Frontier model performance on held-out and adversarially novel tasks between 2023 and 2026 contradicts the unqualified form of this claim. The underlying institutional argument may survive; the empirical premise as stated does not.]** -- Suggestions that artificial intelligence will solve the rigidity of centralized reputation systems are misguided and will fail for the same reason, because neural networks are merely a complex mathematical architecture for statistical regression, which is always extremely unreliable when applied to novel situations. > Suggestions that AI will solve these problems are misguided, and will fail for the same reason. Neural networks are merely a complex mathematical ar- chitecture for performing statistical regression, which is always extremely unreliable when applied to novel situations. Craig Calcaterra, Wulf A. Kaal, Future of Decentralization (2021). SSRN: https://ssrn.com/abstract=3782201 - [3782220-022](https://wulfkaal.github.io/claims/3782220-022) [failure/argued] *(failure mode)* -- Drawing a clear formal line between where individual rights stop and social responsibilities start makes the system brittle and unstable by turning that line into a focal point for competition, so the line between the two values must remain vague. > If we were to make a clear distinction between where our individual rights stop and social respon- sibilities start, then that formal line becomes a focal point for competition which makes the system brittle and unstable. Instead the line between the two values must remain vague. Craig Calcaterra, Wulf A. Kaal, The Importance of Transcendental Unifying Values for Decentralization (2021). SSRN: https://ssrn.com/abstract=3782220 - [3799320-002](https://wulfkaal.github.io/claims/3799320-002) [failure/argued] *(failure mode)* -- Decentralized governance must be dynamic and evolutionary, otherwise the system becomes centralized and brittle over time; most DAOs fail to accomplish this. > Decentralized governance has to be dynamic and evolutionary in order to avoid for the system to become, over time, centralized and brittle. Most DAOs fail to accomplish this. Wulf A. Kaal, A Decentralized Autonomous Organization (DAO) of DAOs (2021). SSRN: https://ssrn.com/abstract=3799320 **2025** - [5541658-002](https://wulfkaal.github.io/claims/5541658-002) [failure/argued] *(failure mode)* -- Early legal expert systems failed because they were brittle: they could not handle unforeseen complexity and could not generalize beyond the domains they were explicitly programmed for. > However, early expert systems were brittle, struggling with unforeseen complexities and lacking the ability to generalize beyond their programmed Wulf A. Kaal, Morgan A. Gray, The Evolving Role of Artificial Intelligence in Law (2025). SSRN: https://ssrn.com/abstract=5541658 ## 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/brittleness.md | sha256sum **Canonical form.** This markdown file is the canonical hashed representation of this entity node. Its sha256 is the content hash.