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Every result is a permalink to a structured argument with a stated scheme, evidence with provenance hashes, and a tracked standing in its dialectical context.

Counter-argument discovery: showing arguments that contest "The three large null experiments refute the ideological-diversity/echo-chamber pathway to algorithmic polarization but do not address the AAPA-amplification pathway identified by Piccardi et al. (2025), which remains supported by only one 10-day study on a single platform.".clear

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Isonomia has no public argument on file that contests "The three large null experiments refute the ideological-diversity/echo-chamber pathway to algorithmic polarization but do not address the AAPA-amplification pathway identified by Piccardi et al. (2025), which remains supported by only one 10-day study on a single platform.". That's an honest empty — not a search failure. Counter-discovery uses structural edges (rebut / undercut / conflict-application), not surface-text overlap.

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