Cover image

A Full Distribution Is Not a Risk Certificate

TL;DR for operators A team is deciding whether an AI risk dashboard should trigger a safer action, an operational alert, or a governance review. The system predicts a range of possible returns for each action rather than only an average, so its output may appear to provide stronger evidence about worst-case outcomes. ...

July 30, 2026 · 8 min · Zelina
Cover image

Pareto on Autopilot: Evolving RL Policies for Messy Supply Chains

A supply chain rarely fails because one objective was neglected in a spreadsheet. It fails because the spreadsheet quietly pretended the objective would stay still. Yesterday the priority was margin. Today it is carbon exposure. Tomorrow a route becomes expensive, a supplier becomes unreliable, demand arrives in a pattern that looks suspiciously like a sine wave wearing a hard hat, and the “optimal” plan starts ageing like milk. ...

September 12, 2025 · 13 min · Zelina