Use when a user wants a serious historically grounded probabilistic forecast, Bayesian/Tetlock-style scenario odds, market deltas, forecast ledgers, crisis/strategy forecasts, or a shareable self-contained HTML briefing for complex social, technical, economic, geopolitical, market-resolution, or personal-strategy…
Use when creating, editing, reviewing, packaging, or organizing AI-agent skills and deciding whether a skill should be text-only, script-backed, or backed by an ML/specialist pipeline.
Use when an agent repeatedly fails at a narrow measurable subtask, the user wants a trainable specialist tool instead of more prompting, or the task needs an evaluator, reranker, classifier, detector, verifier, or small PyTorch model exposed to an agent.