2.0 KiB
2.0 KiB
Paul's Custom Agentic Framework: MODAL
Overview
MODAL (Modular Orchestration, Dynamic Adaptation, Lifecycle) is designed for Paul's needs: robust agent team management, continuous adaptation, and a practical development-to-deployment workflow. It integrates lessons from BMAD, CrewAI, AutoGen, and ChatDev.
Typical Workflow
- Modular Orchestration
- Define agent roles and group them by project/task.
- Mix human and AI agents as needed.
- Dynamic Adaptation
- Agents adjust configuration based on outcome metrics, feedback, and error reports (automatic + manual input).
- Allow plug-in adaptation modules for custom evaluation.
- Lifecycle Management
- Agents move through: development → simulated run → feedback review → production deployment → continuous improvement.
- Integrated logs, metrics, and snapshotting for easy rollback.
Strengths
- Combines modular role definition with strong lifecycle and adaptation.
- Teaming is flexible—allows for both scripted and dynamic agent teams.
- Both manual and automatic adaptation supported.
- Designed for production, research, and prototyping.
Weaknesses
- Complexity increases with adaptation modules.
- Requires metric design for feedback loops.
- Demands careful orchestration for large teams.
Example Use Cases
- Multi-agent production systems
- Iterative project development
- Custom agent research
Comparison Table
| Feature | MODAL | BMAD | CrewAI | AutoGen | ChatDev |
|---|---|---|---|---|---|
| Agent Roles | Modular | Explicit | Flexible | Configurable | Scripted |
| Lifecycle | Full | Full | Partial | Partial | Simple |
| Adaptation | Auto+Manual | Yes | Manual | Limited | None |
| Teaming | Strong | Strong | Strong | Moderate | Weak |
| Use Cases | Prod/Res/R&D | Prod/Res | Orchestration | R&D | Dev Sims |