I build deterministic systems for generative environments.
The computational model behind The Lifecycle Transition. A deterministic economics core, fixtures with provenance, a lifecycle graph, sensitivity and break-even, and an MCP server through which an agent can act as the Agency, all producing the reproducible bundles the series cites.
An open-source inference framework for estimating system properties from distributed, noisy, and partial observations while learning the reliability of their sources.
An open-source identity-resolution experiment that uses REIM to study how noisy pair evidence becomes coherent, measurable, and revisable identity over time.
Independent prototype exploring agent-readable publishing, fragment intelligence, provenance-aware content, and the infrastructure of public knowledge in the age of AI agents.
A multi-year engagement with SEIF S.p.A. spanning the main website redesign, two editorial verticals, and a suite of audience engagement tools, all part of a broader strategy to deepen reader loyalty and expand the publisher's digital ecosystem.
