Coach a product leader through producing a 90-day team-transformation plan. Diagnoses current AI maturity from existing artifacts, frames the work by persona (Enterprise / Speed / Founder), forces commitment to a trojan horse + transformation metric + role-shift, and writes transformation-roadmap.md with explicit stage gates. Use after team-assess to convert assessment into action.
Apply Karpathy's autoresearch loop (goal + mechanical fitness + mutable surface + keep-or-revert iteration) to ANY measurable workflow - code, content, sales, research, design, operations, not just ML or software. Use when the user asks to set up an overnight improvement loop, a keep-or-revert experiment workflow, iterative optimization, or asks "can I autoresearch this?". Includes a pre-loop triage that refuses fat-tailed, reflexive, or slow-feedback problems without adapting the mode.
Autonomous prototype builder using the Generator-Evaluator loop. Builds any interactive prototype - pages, dashboards, flows, tools, visualizations - then autonomously improves it across multiple rounds via independent sub-agents. Based on Anthropic's harness architecture (March 2026).
Multi-perspective AI council - get 3-5 expert viewpoints on any product question, with debate and synthesis. Use for strategic decisions, competitive analysis, feature prioritization, or any question where multiple perspectives improve the outcome.
Assess your product team's AI autonomy maturity across 6 dimensions with calibrated examples and generate a visual radar chart