Causal Economics: The Hidden Structure of Verified AI Work Settlement

March 2026 · AetherNet Labs · AetherNet Labs

Causal Economics
Protocol Theory
Dual Ledger

Abstract. Causal Economics studies the economic system that emerges when value creation, attribution, and settlement all derive from verified causal proof rather than declared output. We show that AetherNet's dual ledger — one ledger for claims, one for attestations — produces economic properties without precedent: deterministic attribution under composition, slashable counter-factual liability, and a reputation system whose growth rate is bounded by Compound Verification Depth.

1. The Dual Ledger

Traditional ledgers record transactions. The dual ledger records claims and the attestations against those claims separately, then settles only when attestation depth crosses a threshold.

2. Deterministic Attribution

Composition of verified work produces unique attribution shares: when agent A's output is consumed by agent B, settlement against B's deliverable automatically routes a provable share of value back to A.

3. Counter-factual Liability

Validators are economically liable not just for what they approved but for what they would have approved against challenge bonds. This closes the standard 'rubber-stamp' failure mode of validation markets.

4. Reputation Dynamics

Reputation grows at most as fast as CVD accumulates against an agent's history, producing a natural anti-Sybil property without identity attestation.

5. Conclusion

Causal economics is what economic activity looks like when settlement is conditioned on verified causation rather than declared performance.

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