[FEATURE] Multi-Agent Conversations

[venmanyarun]

New feature for multi-agent conversation support - allowing multiple chat agents to converse with each other in the same session. This would enable:

Key Capabilities

• Agent-to-Agent Communication: Chat agents can @mention or delegate to other agents with different specializations
• Specialized Agent Teams: Create ensembles like a "Research Agent" + "Code Agent" + "Review Agent" working together
• Dynamic Agent Switching: Seamless handoffs between agents based on conversation context
• Conversation Threading: Maintain coherent multi-agent discussions with proper context sharing

Describe the solution you'd like

1. Agent Team Creation API

2. Agent Communication Protocol

• Agents can @mention other agents (e.g., "@coder please implement this")
• Automatic handoffs based on task requirements
• Shared conversation context with agent-specific memories
• Conversation threading to maintain coherence

3. Conversation Modes

• collaborative: Agents can interrupt and contribute freely
• sequential: Agents execute in order, passing results to next
• parallel: Agents work simultaneously on different aspects

4. Agent Specialization

• Each agent inherits from existing modes but can have custom tool sets

5. Agent-specific system prompts and personalities

6. Custom workflow configurations per agent

Describe alternatives you've considered

Additional context
Complex Tasks: Single agents struggle with multifaceted problems requiring different expertise
Scalability: Teams of specialized agents can handle more complex workflows than monolithic agents
User Experience: More natural interaction where agents can consult each other like human teams
Extensibility: Leverages existing mode/tool system without breaking changes

[sajeerzeji]

@venmanyarun can we push this until the Agent module completion? Agent module is like 90% completed right now and it also have a conversations feature. It will be good to implement this multi-agent conversation over that I feel. What are your thoughts on this?