fix deployment docs

docs/deployment_solutions/overview.md

@@ -4,16 +4,10 @@ This section covers various deployment strategies for Swarms agents and multi-ag
 
 ## Deployment Types Comparison & Documentation
 
-| Deployment Type         | Use Case                  | Complexity | Scalability | Cost         | Best For                              | Documentation Link                                                                 | Status        |
+| Deployment Type         | Use Case            | Complexity | Scalability | Cost      | Best For                        | Documentation Link                                                          | Status     |
-|------------------------|---------------------------|------------|-------------|--------------|----------------------------------------|------------------------------------------------------------------------------------|---------------|
+|------------------------|---------------------|------------|-------------|-----------|----------------------------------|-----------------------------------------------------------------------------|------------|
-| **FastAPI + Uvicorn**  | REST API endpoints        | Low        | Medium      | Low          | Quick prototypes, internal tools       | [FastAPI Agent API Guide](fastapi_agent_api.md)                                    | Available     |
+| **FastAPI + Uvicorn**  | REST API endpoints  | Low        | Medium      | Low       | Quick prototypes, internal tools | [FastAPI Agent API Guide](fastapi_agent_api.md)                             | Available  |
-| **Cron Jobs**          | Scheduled tasks           | Low        | Low         | Very Low     | Batch processing, periodic tasks       | [Cron Job Examples](../../examples/deployment_solutions/cron_job_examples/)        | Available     |
+| **Cron Jobs**          | Scheduled tasks     | Low        | Low         | Very Low  | Batch processing, periodic tasks | [Cron Job Examples](../../examples/deployment_solutions/cron_job_examples/) | Available  |
-| **Docker Containers**  | Containerized deployment  | Medium     | High        | Low          | Production, portability                | [Docker Deployment Guide](docker_deployment.md)                                    | Coming Soon   |
-| **Kubernetes**         | Orchestrated containers   | High       | Very High   | Medium       | Enterprise, auto-scaling               | [Kubernetes Deployment Guide](kubernetes_deployment.md)                            | Coming Soon   |
-| **Cloud Functions**    | Serverless execution      | Low        | High        | Pay-per-use  | Event-driven, cost-effective           | [Cloud Deployment Guide](cloud_deployment.md)                                      | Coming Soon   |
-| **Cloud Run**          | Containerized serverless  | Medium     | High        | Pay-per-use  | Production, auto-scaling               | [Cloud Deployment Guide](cloud_deployment.md)                                      | Coming Soon   |
-| **Traditional VMs**    | Full control deployment   | Medium     | Medium      | Medium       | Custom requirements, full control      | [Cloud Deployment Guide](cloud_deployment.md)                                      | Coming Soon   |
-
 
 
 ## Quick Start Guide
@@ -38,14 +32,6 @@ This section covers various deployment strategies for Swarms agents and multi-ag
 - **Examples**: [Cron Job Examples](../../examples/deployment_solutions/cron_job_examples/)
 
 
-### 3. Docker (Recommended for production)
-
-- **Best for**: Consistent deployment across environments
-
-- **Setup time**: 10-15 minutes
-
-- **Documentation**: [Docker Deployment](docker_deployment.md)
-
 
 ## Deployment Considerations
 

docs/protocol/overview.md

@@ -406,32 +406,21 @@ For more on the philosophy and architecture, see [Development Philosophy & Princ
 
 ## Further Reading & References
 
-- [Swarms Docs Home](https://docs.swarms.world/en/latest/)
+| Resource Name                        | Link                                                                                   | Description                                      |
-
+|-------------------------------------- |----------------------------------------------------------------------------------------|--------------------------------------------------|
-- [Quickstart for Agents](https://docs.swarms.world/en/latest/swarms/agents/)
+| Swarms Docs Home                     | [Swarms Docs Home](https://docs.swarms.world/en/latest/)                               | Main documentation homepage                      |
-
+| Quickstart for Agents                | [Quickstart for Agents](https://docs.swarms.world/en/latest/swarms/agents/)            | Getting started with Swarms agents               |
-- [Agent API Reference](https://docs.swarms.world/en/latest/swarms/structs/agent/)
+| Agent API Reference                  | [Agent API Reference](https://docs.swarms.world/en/latest/swarms/structs/agent/)       | API reference for Agent class                    |
-
+| Tools Overview                       | [Tools Overview](https://docs.swarms.world/en/latest/swarms_tools/overview/)           | Overview of available tools                      |
-- [Tools Overview](https://docs.swarms.world/en/latest/swarms_tools/overview/)
+| BaseTool Reference                   | [BaseTool Reference](https://docs.swarms.world/en/latest/swarms/tools/base_tool/)      | Reference for the BaseTool class                 |
-
+| Reasoning Agents Overview            | [Reasoning Agents Overview](https://docs.swarms.world/en/latest/swarms/agents/reasoning_agents_overview/) | Overview of reasoning agents                     |
-- [BaseTool Reference](https://docs.swarms.world/en/latest/swarms/tools/base_tool/)
+| Multi-Agent Architectures Overview   | [Multi-Agent Architectures Overview](https://docs.swarms.world/en/latest/swarms/concept/swarm_architectures/) | Multi-agent system architectures                 |
-
+| Examples Overview                    | [Examples Overview](https://docs.swarms.world/en/latest/examples/index/)               | Example projects and use cases                   |
-- [Reasoning Agents Overview](https://docs.swarms.world/en/latest/swarms/agents/reasoning_agents_overview/)
+| CLI Documentation                    | [CLI Documentation](https://docs.swarms.world/en/latest/swarms/cli/main/)              | Command-line interface documentation             |
-
+| Prompts Management                   | [Prompts Management](https://docs.swarms.world/en/latest/swarms/prompts/main/)         | Managing and customizing prompts                 |
-- [Multi-Agent Architectures Overview](https://docs.swarms.world/en/latest/swarms/concept/swarm_architectures/)
+| Development Philosophy & Principles  | [Development Philosophy & Principles](https://docs.swarms.world/en/latest/swarms/concept/philosophy/) | Framework philosophy and guiding principles      |
-
+| Understanding Swarms Architecture    | [Understanding Swarms Architecture](https://docs.swarms.world/en/latest/swarms/concept/framework_architecture/) | In-depth look at Swarms architecture             |
-- [Examples Overview](https://docs.swarms.world/en/latest/examples/index/)
+| SIP Guidelines and Template          | [SIP Guidelines and Template](https://docs.swarms.world/en/latest/protocol/sip/)       | Swarms Improvement Proposal process and template |
-
-- [CLI Documentation](https://docs.swarms.world/en/latest/swarms/cli/main/)
-
-- [Prompts Management](https://docs.swarms.world/en/latest/swarms/prompts/main/)
-
-- [Development Philosophy & Principles](https://docs.swarms.world/en/latest/swarms/concept/philosophy/)
-
-- [Understanding Swarms Architecture](https://docs.swarms.world/en/latest/swarms/concept/framework_architecture/)
-
-- [SIP Guidelines and Template](https://docs.swarms.world/en/latest/protocol/sip/)
-
 
 # Conclusion
 

example.py

@@ -43,4 +43,5 @@ agent = Agent(
 out = agent.run(
     task="What are the best top 3 etfs for gold coverage?"
 )
+
 print(out)

swarms/sims/__init__.py

@@ -0,0 +1,6 @@
+from swarms.sims.senator_assembly import (
+    SenatorAssembly,
+    _create_senator_agents,
+)
+
+__all__ = ["SenatorAssembly", "_create_senator_agents"]

swarms/sims/senator_assembly.py

@@ -1,11 +1,3 @@
-"""
-US Senate Simulation with Specialized Senator Agents
-
-This simulation creates specialized AI agents representing all current US Senators,
-each with detailed backgrounds, political positions, and comprehensive system prompts
-that reflect their real-world characteristics, voting patterns, and policy priorities.
-"""
-
 from functools import lru_cache
 from typing import Dict, List, Optional
 
@@ -3483,3 +3475,9 @@ class SenatorAssembly:
         self, task: str, img: Optional[str] = None, *args, **kwargs
     ):
         return self.simulate_vote_concurrent(bill_description=task)
+
+    def batched_run(
+        self,
+        tasks: List[str],
+    ):
+        [self.run(task) for task in tasks]