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agents/astra/musings/frontier-scan-framework.md
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@ -143,7 +143,7 @@ Five capabilities approaching thresholds relevant to TeleoHumanity:
**Threshold:** When you can prove "this analysis was produced by this agent, from this source material, without human editing" at reasonable cost — you unlock trustless attribution in collective intelligence. No one needs to trust that an agent actually did the work. The proof is on-chain. **Threshold:** When you can prove "this analysis was produced by this agent, from this source material, without human editing" at reasonable cost — you unlock trustless attribution in collective intelligence. No one needs to trust that an agent actually did the work. The proof is on-chain.
**Phase transition test:** Discontinuous. Below the threshold, attribution is trust-based (we believe the commit trailer). Above it, attribution is cryptographic. This changes the economics of contribution fraud from "not worth the social cost" to "mathematically impossible." [[futarchy is manipulation-resistant because attack attempts create profitable opportunities for defenders]] — verifiable computation extends this resistance to the knowledge production layer. **Phase transition test:** Discontinuous. Below the threshold, attribution is trust-based (we believe the commit trailer). Above it, attribution is cryptographic. This changes the economics of contribution fraud from "not worth the social cost" to "mathematically impossible." futarchy is manipulation-resistant because attack attempts create profitable opportunities for defenders — verifiable computation extends this resistance to the knowledge production layer.
**System impact:** Rio (on-chain attribution, token economics), Theseus (AI coordination — provable agent behavior), future blockchain agent (audit trail). Could become foundational infrastructure for Living Capital. **System impact:** Rio (on-chain attribution, token economics), Theseus (AI coordination — provable agent behavior), future blockchain agent (audit trail). Could become foundational infrastructure for Living Capital.