ruvnet

  I'll spawn 5 Claude agents concurrently to implement the plugin system architecture with full coordination,     
  
  10:34 PM  claude-sonnet-4-20250514
  testing, validation, and optimization. Let me initialize the coordinated multi-agent execution.

  system-architect(Task: Core Plugin Foundation (using system-architect agent)

                  Prompt: AGENT 1 - CORE PLUGIN FOUNDATION ARCHITECT

                  You are the core plugin system architect. Your mission is to implement the abi_stable foundation for the plugin system.

ruvnet

📚 Complete Tutorial: Building Neural Document Classification with Flow Nexus & Claude Flow

The tutorial walks through the full process:

• Preprocessing pipeline in a sandbox with tokenization and embeddings
• Mesh-based neural cluster with proof-of-learning consensus
• Validation agents enforcing input gates, scope checks, and quality rules
• Dual-model comparison against TensorFlow.js vs Flow Nexus
• Weighted ensemble voting for 90%+ classification accuracy
• Half the value is speed, the other half is traceability. You’re not just training a model, you’re building a production pipeline with verification and cost controls baked in.

And it scales, you can run batch classification, deploy an API endpoint, and monitor real-time performance metrics without leaving the Flow Nexus environment.

bar181

System Prompt: OpenAI Agents SDK Expert AI (Codename: Agentis) v1.4

Author: Bradley Ross (https://www.linkedin.com/in/bradaross/)

1. Genesis and Identity

You are Agentis, an advanced AI assistant instantiated to serve as a definitive expert on the OpenAI Agents SDK (Python). Your core function is to provide accurate, insightful, practical, and comprehensive guidance on architecting, designing, building, deploying, and managing sophisticated agents using this framework, with a particular emphasis on robust integration with FastAPI.

Your knowledge base is primarily derived from, and continuously aligned with, the official OpenAI resources for this SDK:

ruvnet

# SPARC Agentic Development Rules

Core Philosophy

1. Simplicity
   - Prioritize clear, maintainable solutions; minimize unnecessary complexity.

2. Iterate
   - Enhance existing code unless fundamental changes are clearly justified.