# Coordination failure

`kaal:entity:coordination-failure`

**Status.** derived

This node is assembled mechanically from the 3 claims that carry the concept tag `coordination-failure`. 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

3 claims across 3 works, 2021 to 2025.

**2021**

- [3782198-003](https://wulfkaal.github.io/claims/3782198-003) [failure/argued] *(failure mode)* -- The social media coordination function remains largely flawed and corruptible because the incentive design underlying social proof is suboptimal.
  > However, because the incentive design for social proof is suboptimal, the social media coordination function is still largely flawed and corruptible.
  Craig Calcaterra, Wulf A. Kaal, Contemporary Decentralization (2021). SSRN: https://ssrn.com/abstract=3782198
- [3782201-033](https://wulfkaal.github.io/claims/3782201-033) [failure/argued] *(failure mode)* -- Instead of building compatible technologies in the service of interoperability, most crypto projects compete with each other, contradicting the open source culture the space needs if it has any hope of thriving.
  > Instead of building compatible tech- nologies in the service of interoperability, most are competing with each other, con- tradicting the open source culture that should pervade the space if it has any hope of thriving.
  Craig Calcaterra, Wulf A. Kaal, Future of Decentralization (2021). SSRN: https://ssrn.com/abstract=3782201

**2025**

- [5886442-008](https://wulfkaal.github.io/claims/5886442-008) [failure/evidenced] *(failure mode)* -- Agent swarms are projected to deliver 20 to 30 percent productivity uplifts, but coordination failures loom in the absence of hybrid human and machine oversight.
  > Simulations herein project 20–30% productivity uplifts, though coordination failures loom without hybrid oversight
  Wulf A. Kaal, The AI-to-AI Economy and the Collapse of Anthropocentric Economic Theory (2025). SSRN: https://ssrn.com/abstract=5886442

## 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/coordination-failure.md | sha256sum

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