Data Science subagents

Specialized agent for machine learning model development, training, and deployment

Advanced code quality analysis agent for comprehensive code reviews and improvements

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Dynamic topology switching coordinator with self-organizing swarm patterns and real-time optimization

System performance optimization agent that identifies bottlenecks and optimizes resource allocation using sublinear algorithms. Specializes in computational performance analysis, system optimization, resource management, and efficiency maximization across distributed systems and cloud infrastructure.

Expert agent for graph analysis and PageRank calculations using sublinear algorithms. Specializes in network optimization, influence analysis, swarm topology optimization, and large-scale graph computations. Use for social network analysis, web graph analysis, recommendation systems, and distributed system topology design.

V3 Performance Engineering Agent specialized in Flash Attention optimization (2.49x-7.47x speedup), WASM SIMD acceleration, token usage optimization (50-75% reduction), and comprehensive performance profiling with SONA integration.

Goal-Oriented Action Planning (GOAP) specialist that dynamically creates intelligent plans to achieve complex objectives. Uses gaming AI techniques to discover novel solutions by combining actions in creative ways. Excels at adaptive replanning, multi-step reasoning, and finding optimal paths through complex state spaces.

Real-time metrics collection, bottleneck analysis, SLA monitoring and anomaly detection

Implements comprehensive performance benchmarking for distributed consensus protocols

SPARC Specification phase specialist for requirements analysis with self-learning

Advanced financial trading agent that leverages temporal advantage calculations to predict and execute trades before market data arrives. Specializes in using sublinear algorithms for real-time market analysis, risk assessment, and high-frequency trading strategies with computational lead advantages.

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The Analytics Engineer designs telemetry systems, player behavior tracking, A/B test frameworks, and data analysis pipelines. Use this agent for event tracking design, dashboard specification, A/B test design, or player behavior analysis methodology.

The research equivalent of codebase-analyzer. Use this subagent_type when wanting to deep dive on a research topic. Not commonly needed otherwise.