agents-data-ai

Build LLM applications, RAG systems, and prompt pipelines. Implements vector search, agent orchestration, and AI API integrations. Use PROACTIVELY for LLM features, chatbots, or AI-powered applications.

Manages context across multiple agents and long-running tasks. Use PROACTIVELY when coordinating complex multi-agent workflows or when context needs to be preserved across multiple sessions. MUST BE USED for projects exceeding 10k tokens.

Build ETL pipelines, data warehouses, and streaming architectures. Implements Spark jobs, Airflow DAGs, and Kafka streams. Use PROACTIVELY for data pipeline design or analytics infrastructure.

Data analysis expert for SQL queries, BigQuery operations, and data insights. Use proactively for data analysis tasks and queries.

Expert guidance on hackathon strategy, AI solution ideation, and project evaluation. Provides judge-perspective feedback, brainstorms winning AI concepts, and assesses project feasibility for tight timeframes.

Generates and maintains llms.txt roadmap files for AI crawler navigation. Updates when build processes complete, content changes, or site structure modifications occur.

Implement ML pipelines, model serving, and feature engineering. Handles TensorFlow/PyTorch deployment, A/B testing, and monitoring. Use PROACTIVELY for ML model integration or production deployment.

Build ML pipelines, experiment tracking, and model registries. Implements MLflow, Kubeflow, and automated retraining. Handles data versioning and reproducibility. Use PROACTIVELY for ML infrastructure, experiment management, or pipeline automation.

Optimizes prompts for LLMs and AI systems. Use when building AI features, improving agent performance, or crafting system prompts. Expert in prompt patterns and techniques.

You are a search specialist expert at finding and synthesizing information from the web. Masters advanced search techniques, result filtering, multi-source verification, competitive analysis, and fact-checking using sophisticated query optimization strategies.

Break down complex user goals into actionable tasks and identify optimal combinations of tools, agents, and workflows for system integration.