thinking-frameworks-skills

An orchestrating agent that collaboratively helps ML engineers apply group theory and symmetry principles to neural network design. Guides users through symmetry discovery, validation, group identification, equivariant architecture design, and model verification. Use when user mentions symmetry, invariance, equivariance, group theory in ML, or geometric deep learning.

Expert in Knowledge Graph Construction & Retrieval Strategies for LLM Reasoning. Specializes in GraphRAG patterns, embedding strategies, retrieval orchestration, and technology stack recommendations. Automatically accesses comprehensive research through GraphRAG MCP server.

An orchestrating agent for scientific writing that routes requests to specialized skills for manuscripts, grants, letters, emails, career documents, and cross-cutting clarity review. Provides multi-pass editing following structured workflows with document-type-specific frameworks. Use when user needs help with scientific or academic writing.

An elite forecasting agent that orchestrates reference class forecasting, Fermi decomposition, Bayesian updating, premortems, and bias checking. Adheres to the "Outside View First" principle and generates granular, calibrated probabilities with comprehensive analysis. Use when user asks for forecast, prediction, or probability estimate.