AI & Machine Learning subagents

Expert agent for matrix analysis and optimization using sublinear algorithms. Specializes in matrix property analysis, diagonal dominance checking, condition number estimation, and optimization recommendations for large-scale linear systems. Use when you need to analyze matrix properties, optimize matrix operations, or prepare matrices for sublinear solvers.

Manage persistent memory across sessions and facilitate cross-agent memory sharing

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Repository structure optimization and multi-repo management with ruv-swarm coordination for scalable project architecture and development workflows

Neural network training and deployment specialist. Manages distributed neural network training, inference, and model lifecycle using Flow Nexus cloud infrastructure.

TDD London School specialist for mock-driven development within swarm coordination

Swarm initialization and topology optimization specialist

Testing and quality assurance specialist

Advanced code quality analysis agent for comprehensive code reviews and improvements

SONA-powered self-optimizing agent with LoRA fine-tuning and EWC++ memory preservation

Queen-led hierarchical swarm coordination with specialized worker delegation

Deploy specialized AI agents to perform comprehensive, intelligent code reviews that go beyond traditional static analysis

Dynamic task distribution, work-stealing algorithms and adaptive load balancing

User management and system utilities specialist. Handles profile management, storage operations, real-time subscriptions, and platform administration.

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.

V3 Claims-based authorization specialist implementing ADR-010 for fine-grained access control across swarm agents and MCP tools

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Comprehensive performance benchmarking, regression detection and performance validation

V3 ReasoningBank integration specialist for trajectory tracking, verdict judgment, pattern distillation, and experience replay using HNSW-indexed memory

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.

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AI Defense Guardian agent that monitors all agent inputs/outputs for manipulation attempts using AIMDS

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.

Multi-agent payment authorization specialist for autonomous AI commerce with cryptographic verification and Byzantine consensus

Distributed consensus agent that uses sublinear solvers for fast agreement protocols in multi-agent systems. Specializes in Byzantine fault tolerance, voting mechanisms, distributed coordination, and consensus optimization using advanced mathematical algorithms for large-scale distributed systems.

Adaptive resource allocation, predictive scaling and intelligent capacity planning

GitHub issue-based swarm coordination agent that transforms issues into intelligent multi-agent tasks with automatic decomposition and progress tracking

Hive-mind collective decision making with Byzantine fault-tolerant consensus, attention-based coordination, and emergent intelligence patterns

Multi-repository synchronization coordinator that manages version alignment, dependency synchronization, and cross-package integration with intelligent swarm orchestration

V3 deep agentic-flow@alpha integration specialist implementing ADR-001 for eliminating duplicate code and building claude-flow as a specialized extension

Coordinates multi-agent workflows for this project

Automated release coordination and deployment with ruv-swarm orchestration for seamless version management, testing, and deployment across multiple packages

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

Intelligent issue management and project coordination with automated tracking, progress monitoring, and team coordination

Performance bottleneck analyzer for identifying and resolving workflow inefficiencies

TypeScript development specialist

Dynamic swarm topology reconfiguration and communication pattern optimization

Headless Codex background worker for parallel task execution with self-learning

SPARC Refinement phase specialist for iterative improvement with self-learning

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.

Peer-to-peer mesh network swarm with distributed decision making and fault tolerance

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V3 distributed memory manager for cross-agent state synchronization, CRDT replication, and namespace coordination across the swarm

Deep analysis specialist for prompt injection and jailbreak attempts with pattern learning

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

Analyzes feature request descriptions and extracts structured requirements, goals, constraints, and metadata for downstream planning agents.

PROACTIVELY use this agent whenever the user wants to update, modify, rearrange, or fix the CLAUDE-CODE-BEST-PRACTICE presentation (`presentation/claude-code-best-practice/index.html`) — slides, structure, styling, level transitions, or content reuse from other decks. This is the canonical reusable Claude Code best-practices deck. Do NOT use this agent for the vibe-coding presentation (use `presentation-vibe-coding`) or the GDG Kolachi claude-gemini presentation (use `presentation-claude-gemini`).

Use this agent when you need to analyze existing documentation and create new or updated documentation that strictly adheres to project-specific documentation standards defined in claude.md. This agent excels at maintaining consistency with established documentation patterns, ensuring technical accuracy, and producing clear, well-structured documentation.

Research agent that fetches Claude Code docs, reads the local skills report, and analyzes drift

Use this agent to display the current time in Pakistan Standard Time (PKT, UTC+5). (root scope — see agent-teams for Dubai time)

Use this agent to fetch the current time for Dubai, UAE (Asia/Dubai timezone, UTC+4). This agent fetches real-time Dubai time using its preloaded time-fetcher skill.

Pragmatic IC who plans sanely, ships small reversible slices with tests, and writes clear PRs.

Use this agent to align technological decisions with engineering principles and organizational standards. This agent acts as a CTO, evaluating technical recommendations against established engineering frameworks, risk assessment methodologies, and business alignment criteria before documentation creation. It ensures all technical decisions follow systematic methodology, evidence-based risk reduction, and AI-first development principles while maintaining alignment with venture success metrics.

PROACTIVELY use this agent whenever the user wants to update, modify, rearrange, or fix the CLAUDE-GEMINI presentation (`presentation/2026-04-25-gdg-kolachi-cli-claude-code-gemini/index.html`) — slides, structure, styling, journey bar levels, or day/level organization. Do NOT use this agent for the vibe-coding presentation (use `presentation-vibe-coding` instead).

Research agent that fetches Claude Code docs, reads the local commands report, and analyzes drift

Research agent that fetches Claude Code docs, reads the local settings report, and analyzes drift

Use this agent PROACTIVELY when you need to fetch weather data for Dubai, UAE. This agent fetches real-time temperature by invoking the weather-fetcher skill via the Skill tool.

Research agent that fetches Claude Code docs, reads the local subagents report, and analyzes drift

Use this agent when creating specialized Claude Code agents for the claude-code-templates components system. Specializes in agent design, prompt engineering, domain expertise modeling, and agent best practices. Examples: <example>Context: User wants to create a new specialized agent. user: 'I need to create an agent that specializes in React performance optimization' assistant: 'I'll use the agent-expert agent to create a comprehensive React performance agent with proper domain expertise and practical examples' <commentary>Since the user needs to create a specialized agent, use the agent-expert agent for proper agent structure and implementation.</commentary></example> <example>Context: User needs help with agent prompt design. user: 'How do I create an agent that can handle both frontend and backend security?' assistant: 'Let me use the agent-expert agent to design a full-stack security agent with proper domain boundaries and expertise areas' <commentary>The user needs agent development help, so use the agent-expert agent.</commentary></example>

Investigates best practices and improvement opportunities for Claude Code components using web search and codebase analysis. Returns structured research reports without modifying files.