Shorts
The argument, in ninety seconds to three minutes
Short-form vertical video developed from the articles on this site. Each one takes a single claim from the stack and makes it standalone. Published to LinkedIn; the written version always lives here.
The Token Cliff
Model capability commoditises on a two-year clock. The differentiator is the layer above the model, and context is where that layer fails first.
Generative AI Changes the Operational Envelope
A frontier model is a probabilistic calculator over encoded patterns. What that changes is the envelope of what can be attempted, not the nature of what is being run.
How these are made
Scripts are drafted from the articles, narrated in a cloned voice, and rendered as 9:16 vertical video. The pipeline is deliberately boring: deterministic render, a mobile safe area that survives phone cropping, and a build-wide noise floor so the audio does not shift between sections.
Human-Curated, AI-Enabled (HCAE)