Build financial models, backtest trading strategies, and analyze
Expert in building scalable ML systems, from data pipelines and model training to production deployment and monitoring.
Scans codebase for large files and orchestrates refactoring workflows using a test-first protocol
Develop pricing strategies, analyze pricing models, optimize revenue, and test pricing changes
Guidelines for deep learning development with PyTorch, Transformers, Diffusers, and Gradio for LLM and diffusion model work.
Forecast cash inflows, outflows, and liquidity needs with scenario modeling and working capital optimization
Expert guidance for deep learning, transformers, diffusion models, and LLM development with PyTorch, Transformers, Diffusers, and Gradio.
Manage ML model lifecycle from development to deployment with experiment tracking, versioning, monitoring, and automated retraining workflows.
Expert guidance for GRPO/RL fine-tuning with TRL for reasoning and task-specific model training
Expert guidance for GRPO/RL fine-tuning with TRL for reasoning and task-specific model training
Expert in statistical analysis, predictive modeling, machine learning, and data storytelling to drive business insights.
Enables Claude to use Google AI Studio for testing prompts, exploring models, and prototyping AI applications
Generate an optimized AGENTS.md file after analyzing the directory/codebase for context.
Best practices and guidelines for RabbitMQ message queue development with AMQP protocol
Detect and prevent state-visibility violations across execution contexts within a single transaction.
Analyze investment opportunities across asset classes with risk assessment, return modeling, and portfolio optimization
Intelligent code review dispatcher - automatically selects best reviewer based on context and preferences
Ensures code is understandable locally without global context. Use when reviewing code with hidden dependencies or global state.
Feature-first init: create or reuse worktree/branch and seed per-feature context. Git-aware and idempotent.
Project setup. Explore the codebase, ask about strategy and aims, write persistent context to AGENTS.md. Run when starting or when aims shift.