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Deploy a Hermes-style AI workforce using PraisonAI Gateway with multiple specialized Telegram bots, each serving different business functions while sharing common knowledge.

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Quick Start

1

Create Multiple Telegram Bots

Create three separate bots with @BotFather:
/newbot
CFO Assistant Bot
@your_company_cfo_bot

/newbot  
Operations Assistant Bot
@your_company_ops_bot

/newbot
Content Assistant Bot
@your_company_content_bot
Save each token separately - never reuse tokens between bots.
2

Configure Multi-Channel Gateway

Create gateway.yaml with Hermes workforce pattern:
gateway:
  host: "127.0.0.1"
  port: 8765

agents:
  cfo:
    model: gpt-4o-mini
    instructions: |
      You are a CFO assistant. Help with financial analysis, reporting, 
      budgeting, and strategic financial decisions. You have access to 
      company financial data and industry knowledge.
    tools: [search_knowledge]
  
  ops:
    model: gpt-4o-mini
    instructions: |
      You are an operations assistant. Help with process optimization,
      workflow design, resource management, and operational efficiency.
      You have access to internal processes and best practices.
    tools: [search_knowledge]
  
  content:
    model: gpt-4o-mini
    instructions: |
      You are a content assistant. Help with marketing content, 
      documentation, copywriting, and brand messaging. You have 
      access to brand guidelines and content libraries.
    tools: [search_knowledge]

channels:
  telegram_cfo:
    platform: telegram
    token: ${TELEGRAM_CFO_TOKEN}
    routes:
      default: cfo
  
  telegram_ops:
    platform: telegram
    token: ${TELEGRAM_OPS_TOKEN}
    routes:
      default: ops
  
  telegram_content:
    platform: telegram
    token: ${TELEGRAM_CONTENT_TOKEN}
    routes:
      default: content
3

Configure Environment

Create .env file with all required tokens:
# Telegram Bot Tokens - each bot needs unique token
TELEGRAM_CFO_TOKEN=123456:ABC-DEF1234ghIkl-CFO
TELEGRAM_OPS_TOKEN=789012:XYZ-GHI5678jklMn-OPS
TELEGRAM_CONTENT_TOKEN=345678:PQR-STU9012opqRs-CONTENT

# API Keys
OPENAI_API_KEY=sk-your-openai-api-key
GATEWAY_AUTH_TOKEN=your-optional-auth-token

# Windows UTF-8 (if on Windows)
PYTHONUTF8=1

# Optional: User access control
TELEGRAM_ALLOWED_USERS=123456789,987654321
4

Launch Workforce Gateway

Start the single gateway process:
praisonai gateway start --config gateway.yaml
All three bots will start simultaneously through one gateway process.

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How Multi-Channel Works

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Routing Logic

Each channel routes to its specialized agent:
ChannelBot UsernameRoutes ToSpecialization
telegram_cfo@your_company_cfo_botcfo agentFinancial analysis, budgeting, reporting
telegram_ops@your_company_ops_botops agentProcess optimization, workflows
telegram_content@your_company_content_botcontent agentMarketing, copywriting, brand

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Knowledge Architecture

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Dual-Brain RAG Pattern

Each agent accesses both shared and private knowledge:
Company-wide information accessible to all agents:
company_shared/
├── company_handbook.pdf
├── brand_guidelines.pdf  
├── org_chart.pdf
├── policies_procedures.pdf
└── industry_research/
    ├── market_analysis.pdf
    └── competitor_reports.pdf
All agents can search this knowledge for general company context.
CFO agent exclusive access:
finance_private/
├── financial_statements/
├── budget_templates/
├── audit_reports/
├── investor_presentations/
└── financial_models/
    ├── revenue_forecasting.xlsx
    └── cash_flow_models.xlsx
Only accessible via CFO bot (@your_company_cfo_bot).
Ops agent exclusive access:
ops_private/
├── process_documentation/
├── workflow_diagrams/
├── sop_library/
├── vendor_contracts/
└── efficiency_metrics/
    ├── kpi_dashboards.pdf
    └── process_improvements.md
Only accessible via Ops bot (@your_company_ops_bot).
Content agent exclusive access:
content_private/
├── content_calendar/
├── brand_assets/
├── campaign_archives/
├── style_guides/
└── content_templates/
    ├── blog_templates.md
    └── social_media_templates.md
Only accessible via Content bot (@your_company_content_bot).

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Golden Rules for Workforce Deployment

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Single Gateway Instance

Critical: Run only one gateway process per machine. Why: Multiple gateways cause conflicts:
  • Both bind to port 8765 (port collision)
  • Both poll same Telegram tokens (409 Conflict errors)
  • Session state becomes inconsistent
  • Bot stops responding mid-conversation
Verification: 
# Check for running gateways
ps aux | grep "praisonai gateway"

# Verify port usage
netstat -tuln | grep 8765

# Health check
curl http://127.0.0.1:8765/health

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Unique Tokens per Channel

Each Telegram channel requires its own bot: 
# ✅ Correct - separate bots
channels:
  telegram_cfo:
    token: ${TELEGRAM_CFO_TOKEN}    # Bot 1: @company_cfo_bot
  telegram_ops:  
    token: ${TELEGRAM_OPS_TOKEN}    # Bot 2: @company_ops_bot
  telegram_content:
    token: ${TELEGRAM_CONTENT_TOKEN} # Bot 3: @company_content_bot

# ❌ Incorrect - reusing tokens
channels:
  telegram_cfo:
    token: ${TELEGRAM_BOT_TOKEN}    # Same token
  telegram_ops:
    token: ${TELEGRAM_BOT_TOKEN}    # Same token = conflict

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Response Latency Expectations

Normal behavior: First reply takes 20-30 seconds for RAG queries. Why the delay:
  1. Knowledge base search (5-8 seconds)
  2. Context preparation (2-3 seconds)
  3. LLM processing (10-15 seconds)
  4. Response formatting (1-2 seconds)
User experience notes:
  • Typing indicator disappears after ~5 seconds (known limitation)
  • Do NOT send duplicate messages during processing
  • Do NOT restart gateway if response is delayed
  • Typing indicator renewal fix is pending in PraisonAI

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Advanced Configuration

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User Access Control

Configure per-channel user allowlists: 
channels:
  telegram_cfo:
    platform: telegram
    token: ${TELEGRAM_CFO_TOKEN}
    allowed_users: ${TELEGRAM_CFO_USERS}  # Finance team
    routes:
      default: cfo
  
  telegram_ops:
    platform: telegram  
    token: ${TELEGRAM_OPS_TOKEN}
    allowed_users: ${TELEGRAM_OPS_USERS}  # Operations team
    routes:
      default: ops
Environment variables: 
TELEGRAM_CFO_USERS=123456789,987654321      # Finance team user IDs
TELEGRAM_OPS_USERS=111222333,444555666      # Operations team user IDs
TELEGRAM_CONTENT_USERS=777888999,000111222  # Content team user IDs
Security caveat: Current gateway implementation may not enforce allowlists in polling path. Verify after PraisonAI security enhancement.

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Custom Knowledge Tools

Configure specialized search tools per agent: 
agents:
  cfo:
    model: gpt-4o-mini
    tools: 
      - search_knowledge:
          sources: ["finance_private", "company_shared"]
          max_results: 10
      - calculate_metrics:
          enabled: true
    
  ops:
    model: gpt-4o-mini
    tools:
      - search_knowledge:
          sources: ["ops_private", "company_shared"] 
          max_results: 15
      - workflow_analyzer:
          enabled: true

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Performance Tuning

Optimize for multi-channel deployment: 
gateway:
  host: "127.0.0.1"
  port: 8765
  max_connections: 200          # Support 3 channels
  heartbeat_interval: 30
  request_timeout: 180          # Allow for RAG processing
  
  # Channel-specific settings
  channel_config:
    message_queue_size: 100     # Per-channel queue
    retry_attempts: 3
    retry_delay: 5

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Monitoring and Troubleshooting

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Health Check Interpretation

Comprehensive health monitoring: 
curl http://127.0.0.1:8765/health | jq
Expected response for 3-channel deployment: 
{
  "status": "healthy",
  "uptime": 7200.5,
  "agents": 3,
  "sessions": 24,
  "clients": 12,
  "channels": {
    "telegram_cfo": {
      "platform": "telegram",
      "running": true,
      "active_sessions": 8,
      "last_message": "2024-01-15T14:30:22Z"
    },
    "telegram_ops": {
      "platform": "telegram", 
      "running": true,
      "active_sessions": 12,
      "last_message": "2024-01-15T14:28:15Z"
    },
    "telegram_content": {
      "platform": "telegram",
      "running": true, 
      "active_sessions": 4,
      "last_message": "2024-01-15T14:25:08Z"
    }
  }
}

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Common Multi-Channel Issues

Symptoms: One bot works, others silentCauses:
  • Missing environment variables for non-working bots
  • Incorrect token in .env file
  • BotFather token typos
Debugging:
# Check environment variables
echo $TELEGRAM_CFO_TOKEN
echo $TELEGRAM_OPS_TOKEN  
echo $TELEGRAM_CONTENT_TOKEN

# Verify token format (should be: numbers:letters)
env | grep TELEGRAM_.*_TOKEN

# Test individual bot tokens
curl https://api.telegram.org/bot${TELEGRAM_CFO_TOKEN}/getMe
Symptoms:
  • All bots work initially
  • Random bots stop responding
  • Logs show: Conflict: terminated by other getUpdates request
Cause: Duplicate gateway processes or token reuseSolution:
# Kill all gateway processes
pkill -f "praisonai gateway"

# Wait 10 seconds
sleep 10

# Start single gateway
praisonai gateway start --config gateway.yaml
Symptoms: Agents respond but can’t find company informationDebugging:
# Check knowledge base paths
ls -la ~/.praisonai/knowledge/
ls -la ~/.praisonai/knowledge/finance_private/
ls -la ~/.praisonai/knowledge/company_shared/

# Test search tools manually
python -c "
from praisonaiagents import Agent
agent = Agent(tools=['search_knowledge'])
result = agent.run('search for budget')
print(result)
"
Symptoms:
UnicodeEncodeError: 'charmap' codec can't encode character
Solution:
# Set UTF-8 environment
$env:PYTHONUTF8 = "1"

# Also check OpenAI billing (common trigger)
# Visit platform.openai.com/billing

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Log Analysis

Monitor gateway logs for multi-channel issues: 
# Real-time log monitoring
tail -f ~/.praisonai/logs/gateway.log

# Filter for specific channels
grep "telegram_cfo" ~/.praisonai/logs/gateway.log
grep "409\|Conflict" ~/.praisonai/logs/gateway.log

# Check for token issues
grep "Unauthorized\|Invalid token" ~/.praisonai/logs/gateway.log

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Best Practices

Use clear naming conventions:
Good:
@company_cfo_bot
@company_ops_bot  
@company_content_bot

Bad:
@random_bot1
@mybotabc
@untitled_bot
This helps users understand which bot to contact for specific needs.
Configure helpful bot descriptions in BotFather:
CFO Bot: 
Financial analysis, budgeting, and reporting assistance for [Company Name]

Operations Bot:
Process optimization, workflow design, and operational efficiency for [Company Name]

Content Bot:  
Marketing content, copywriting, and brand messaging for [Company Name]
Configure welcome messages for new users:
agents:
  cfo:
    instructions: |
      You are a CFO assistant for [Company Name]. 
      
      I can help with:
      • Financial analysis and reporting
      • Budget planning and forecasting  
      • Cost optimization strategies
      • Investment analysis
      
      Try asking: "Show me our Q3 budget summary" or "Analyze cash flow trends"
Track performance for 3-channel deployment:
# Monitor gateway process
top -p $(pgrep -f "praisonai gateway")

# Check memory usage
ps -o pid,rss,cmd -p $(pgrep -f "praisonai gateway")

# Monitor API rate limits
grep "rate limit\|429" ~/.praisonai/logs/gateway.log

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Migration from Hermes

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Configuration Mapping

If migrating from Hermes agent setup:
Hermes ComponentPraisonAI Equivalent
Hermes GatewayPraisonAI Gateway (port 8765)
Agent definitionsagents: section in gateway.yaml
Channel configschannels: section in gateway.yaml
Knowledge basesFile-based knowledge under ~/.praisonai/knowledge/
Tool definitionsBuilt-in tools: search_knowledge, web search, etc.

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Feature Parity

PraisonAI Gateway provides equivalent functionality: ✅ Supported:
  • Multi-channel deployment (3+ bots)
  • Specialized agent routing
  • Shared + private knowledge bases
  • WebSocket coordination
  • Health monitoring
  • User access control
⚠️ Different implementation:
  • Knowledge search uses different indexing
  • Tool system has different syntax
  • Session management works differently
❌ Not yet available:
  • Real-time typing indicator renewal
  • Advanced analytics dashboard
  • Multi-tenancy features

Gateway Overview

Core gateway concepts

Windows Deployment

Windows-specific setup guide