# Parameter tuning

`kaal:entity:parameter-tuning`

**Status.** derived

This node is assembled mechanically from the 2 claims that carry the concept tag `parameter-tuning`. 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

2 claims across 1 works, 2026 to 2026.

**2026**

- [6655138-047](https://wulfkaal.github.io/claims/6655138-047) [normative/argued] -- Generation parity is a parameter requiring ongoing governance attention rather than a one-time boundary specification, because the optimal triple ratio depends on the agent population's composition and on demand-side dynamics, both of which evolve.
  > it constitutes a parameter that requires ongoing governance attention rather than a one-time boundary specification: the optimal triple ratio depends on the agent population's composition and on demand-side dynamics, both of which evolve
  Wulf A. Kaal, Possibility Loops An Operational Architecture for Computative Economics in Agent Coordination Systems (2026). SSRN: https://ssrn.com/abstract=6655138
- [6655138-048](https://wulfkaal.github.io/claims/6655138-048) [design/argued] *(failure mode)* -- The transition from HDCA to an operational implementation of Computative Economics is architectural rather than parametric: it cannot be achieved by adjusting reputation curves or fee schedules, and requires generative surfaces with their own validation, reward, and reflection mechanisms plus a distinct surface for compute allocation across surfaces.
  > The transition from Human-Derived Coordination Architecture to operational implementations of Computative Economics is architectural, not parametric. It is not achieved by adjusting reputation curves or fee schedules.
  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/parameter-tuning.md | sha256sum

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