Tag Archives: hybrid participation

Hard-Wired Wetware III: Rebalancing The Asymmetric Integration Model (AIM)

This paper introduces the Asymmetric Integration Model (AIM), arguing that in post-LLM digital environments, automation generates conversational scale while humans supply consequence-bearing legitimacy. As optimisation regimes prioritise engagement density and persistence, affective cost is distributed to participants while control remains centralised. The proposed framework shifts debate from content moderation to architectural design, outlining pathways to rebalance asymmetry without rejecting human–machine integration.

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Hard-Wired Wetware II: the Post-LLM Web Asymmetric Integration Model (AIM) Defined

The post-LLM web is not replacing humans with machines. It is integrating humans into machine-generated scale. This paper formalises the Asymmetric Integration Model (AIM), arguing that as synthetic systems produce abundant conversational substrate, human participants supply the scarce resource of consequence-bearing legitimacy. Contemporary platforms are shifting from attention extraction toward asymmetrical affective integration.

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