github-code-review

hive-mind-advanced

proffesor-for-testing

Advanced Hive Mind collective intelligence system for queen-led multi-agent coordination with consensus mechanisms and persistent memory

refactoring-patterns

proffesor-for-testing

Apply safe refactoring patterns to improve code structure without changing behavior. Use when cleaning up code, reducing technical debt, or improving maintainability.

sparc-methodology

proffesor-for-testing

SPARC (Specification, Pseudocode, Architecture, Refinement, Completion) comprehensive development methodology with multi-agent orchestration

Verification & Quality Assurance

proffesor-for-testing

Comprehensive truth scoring, code quality verification, and automatic rollback system with 0.95 accuracy threshold for ensuring high-quality agent outputs and codebase reliability.

ReasoningBank Intelligence

proffesor-for-testing

Implement adaptive learning with ReasoningBank for pattern recognition, strategy optimization, and continuous improvement. Use when building self-learning agents, optimizing workflows, or implementing meta-cognitive systems.

Swarm Orchestration

proffesor-for-testing

Orchestrate multi-agent swarms with agentic-flow for parallel task execution, dynamic topology, and intelligent coordination. Use when scaling beyond single agents, implementing complex workflows, or building distributed AI systems.

AgentDB Performance Optimization

proffesor-for-testing

Optimize AgentDB performance with quantization (4-32x memory reduction), HNSW indexing (150x faster search), caching, and batch operations. Use when optimizing memory usage, improving search speed, or scaling to millions of vectors.

AgentDB Learning Plugins

proffesor-for-testing

Create and train AI learning plugins with AgentDB's 9 reinforcement learning algorithms. Includes Decision Transformer, Q-Learning, SARSA, Actor-Critic, and more. Use when building self-learning agents, implementing RL, or optimizing agent behavior through experience.

consultancy-practices

proffesor-for-testing

Apply effective software quality consultancy practices. Use when consulting, advising clients, or establishing consultancy workflows.

github-multi-repo

proffesor-for-testing

Multi-repository coordination, synchronization, and architecture management with AI swarm orchestration

scene-structure-techniques

wordflowlab

在构建场景或规划章节内容时使用 - 提供场景-续场框架、张力管理和引人入胜场景的节拍式结构

natural-dialogue-techniques

wordflowlab

在写作对话场景或用户询问角色对话时使用 - 提供自然、符合角色性格的对话技巧，展现角色并推进情节