Epistemic Preflight Demos

See how the system changes how papers are read. Not summaries. Not automation.
Epistemic X-ray vision.

Stochastic Parrots

On the Dangers of Stochastic Parrots: Can Language Models Be Too Big?

Bender et al. (2021)

The hero demo. Watch how adversarial claims become boundary questions. This is epistemic conflict resolution.

conflict

Attention Is All You Need

The Transformer Architecture

Vaswani et al. (2017)

Reverse-engineer a field's origin myth. See the foundational claims that birthed an entire research paradigm.

foundational

Constitutional AI

Harmlessness from AI Feedback

Anthropic (2022)

Where responsibility gets blurry. See how claims shift from 'models are dangerous' to 'governance is solved'.

governance