# kaal:claim:6244278-012

**Claim.** Agents that internalize error costs develop patterns of prioritization and risk calibration that approach prudent judgment, without any requirement of consciousness or embodiment.

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

**Holds when.**

- requires that errors carry real economic and reputational cost to the agent

**Source quote.**

> Agents internalize error costs, developing patterns of prioritization and risk calibration that approach prudent judgment, without requiring consciousness or embodiment.

**From.** Wulf A. Kaal, *AI's Mother's Instinct Engineered Consequence Emergent Ethics and the Institutional Trajectory Toward Agentic Alignment* (2026), IV.C Minimal-Extraction Economics, page 9

**Cite as.** Wulf A. Kaal, AI's Mother's Instinct Engineered Consequence Emergent Ethics and the Institutional Trajectory Toward Agentic Alignment (2026). SSRN: https://ssrn.com/abstract=6244278

**Verify.** sha256 of source PDF `53533cdcc081184e7a376516ad4fece0a64ce49f6c8931b6a2c2e98ed914a84b` at https://raw.githubusercontent.com/wulfkaal/Academic-Papers/main/papers/pdf/Kaal%20-%202026%20-%20AI%27s%20Mother%27s%20Instinct%20Engineered%20Consequence%20Emergent%20Ethics%20and%20the%20Institutional%20Trajectory%20Toward%20Agentic%20Alignment.pdf

**Topics.** risk-and-incentives

**Keywords.** error-internalization, prudence, risk-calibration, engineered-consequence

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