# kaal:claim:6655138-036

**Claim.** Cross-agent reflection is a super-additive channel because an external reflector can identify reallocations the target agent cannot identify itself: the target's introspection is bounded by its own world model while the reflector's analysis is bounded only by the public outcome stream.

**Type.** mechanism  **Support.** argued

**Holds when.**

- a reflector distinct from the target agent
- public outcome streams are observable

**Source quote.**

> an external reflector's allocation proposal can identify reallocations that the target agent cannot identify on its own, since the target agent's introspection is bounded by its own M component while the reflector's analysis is bounded by the public outcome stream

**From.** Wulf A. Kaal, *Possibility Loops An Operational Architecture for Computative Economics in Agent Coordination Systems* (2026), IX.B Proposition 2 (Compositional gain), page 23

**Cite as.** Wulf A. Kaal, Possibility Loops An Operational Architecture for Computative Economics in Agent Coordination Systems (2026). SSRN: https://ssrn.com/abstract=6655138

**Verify.** sha256 of source PDF `52cb210167f06f0c7a2581214b156326216543de80b8394320b629c045c9e214` at https://raw.githubusercontent.com/wulfkaal/Academic-Papers/main/papers/pdf/Kaal%20-%202026%20-%20Possibility%20Loops%20An%20Operational%20Architecture%20for%20Computative%20Economics%20in%20Agent%20Coordination%20Systems.pdf

**Topics.** ai-and-agents

**Keywords.** cross-agent-reflection, world-model, super-additivity, public-state

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