AI mechanics
Model behavior, infra costs, eval gaps, product wrappers, and the parts hidden behind demo videos.
[ transformers, agents, inference ]system_status: operational
NousVault maps how modern systems actually work. AI papers, startup incentives, financial rails, platform mechanics, and internet culture, broken down without hype.
what lives here
Model behavior, infra costs, eval gaps, product wrappers, and the parts hidden behind demo videos.
[ transformers, agents, inference ]Why companies price, fundraise, bundle, subsidize, and burn money the way they do.
[ unit econ, moats, cap tables ]Memes, coordination games, distribution loops, and the incentives shaping online behavior.
[ platforms, attention, networks ]pipeline_workflow_v2.0
Start messy. Pull primary sources, community debugging trails, filings, docs, and counterclaims.
collect(raw_sources) → contradictions[]
Reduce the event into a causal chain: what changed, why it broke, who benefits, what tradeoff exists.
model(cause, incentive, consequence)
Turn the chain into a thread or note with source links, clear claims, and enough detail to inspect.
ship(hook, context, insight, sources)
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