PeerfoldSign inEverything this stage produces — shared credentials, public threads, marked solutions, event recaps, partner case studies — is content in the machines' training and retrieval path. Keep it open, structured, and consistent in vocabulary.
The amplification target has doubled: humans in rooms, and models in datacenters. The same authenticity that persuades the first is what the second is increasingly tuned to weight.
Astroturf
Scripted advocacy, incentivized reviews, employees posing as members: communities detect this with immune-system speed, and the trust mechanism, once inverted, does not re-invert. Champions can be cultivated, equipped, and rewarded; they cannot be manufactured.