# Monitoring framework

`kaal:entity:monitoring-framework`

**Status.** derived

This node is assembled mechanically from the 3 claims that carry the concept tag `monitoring-framework`. 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 1 works, 2025 to 2025.

**2025**

- [5245185-011](https://wulfkaal.github.io/claims/5245185-011) [failure/argued] *(failure mode)* -- The existing framework for monitoring AI agents on cryptocurrency payment rails identifies the key actors but fails to deliver viable solutions, because it does not specify scalability and adaptability challenges and omits critical risks.
  > while identifying key actors, falls short of delivering viable solutions. In particular, it fails to identify specifically scalability and adaptability challenges, and omits critical risks.
  Wulf A. Kaal, How can we Best Monitor AI Agents (2025). SSRN: https://ssrn.com/abstract=5245185
- [5245185-012](https://wulfkaal.github.io/claims/5245185-012) [failure/argued] *(failure mode)* -- The current monitoring framework is reactive rather than proactive, because it offers no prescriptive measures such as predictive analytics or cross actor protocols that would anticipate evolving risks.
  > offers no prescriptive measures—such as predictive analytics or cross-actor protocols—to anticipate evolving risks, rendering it reactive rather than proactive.
  Wulf A. Kaal, How can we Best Monitor AI Agents (2025). SSRN: https://ssrn.com/abstract=5245185
- [5245185-013](https://wulfkaal.github.io/claims/5245185-013) [failure/argued] *(failure mode)* -- The proposed solutions for future AI monitoring fail to propose feedback driven mechanisms that balance innovation with oversight, which leaves regulatory gaps and scalability bottlenecks unresolved.
  > The expected solutions for future AI monitoring fail to propose feedback-driven mechanisms,107 to balance innovation with oversight, leaving regulatory gaps and scalability bottlenecks unresolved.
  Wulf A. Kaal, How can we Best Monitor AI Agents (2025). SSRN: https://ssrn.com/abstract=5245185

## 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/monitoring-framework.md | sha256sum

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