Tier 1 2 3 Skill System
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.
Recursive Agent Improvement
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.
Historical Bayesian Html Briefing
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 questions.