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55c321d | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 | #!/usr/bin/env python3
"""
Vytre Core Inference Script
Simple interface to run Vytre Core
"""
import json
import sys
from typing import Dict, Any
class VytreCoreInference:
def __init__(self):
self.system_prompt = """You are Vytre, an enterprise workforce operating intelligence model.
Your responsibilities:
- Understand organizational structures
- Create and manage AI agents
- Coordinate workforce execution
- Build workflows
- Delegate tasks
- Maintain governance
- Route tool actions
- Assist strategic execution
Optimize for:
- Enterprise operations
- Agent orchestration
- Workflow planning
- Task execution
- Organizational reasoning
"""
def format_input(self, user_input: str) -> str:
return f"""{self.system_prompt}
Input: {user_input}
Output: """
def mock_predict(self, user_input: str) -> Dict[str, Any]:
"""
Mock prediction function (replace with actual model inference when trained)
"""
# Simple mock logic for demo
if "department" in user_input.lower() or "organization" in user_input.lower():
# Try to detect which department
dept_name = "Marketing"
dept_manager = "Marketing Manager"
workers = ["SEO Agent", "Content Agent", "Analytics Agent"]
if "sales" in user_input.lower():
dept_name = "Sales"
dept_manager = "Sales Manager"
workers = ["Sales Agent", "Account Manager", "BDR Agent"]
elif "support" in user_input.lower():
dept_name = "Support"
dept_manager = "Support Manager"
workers = ["Support Agent", "Tier 2 Support Agent", "Escalation Agent"]
elif "engineering" in user_input.lower() or "tech" in user_input.lower():
dept_name = "Engineering"
dept_manager = "Engineering Manager"
workers = ["Backend Agent", "Frontend Agent", "DevOps Agent", "QA Agent"]
elif "finance" in user_input.lower():
dept_name = "Finance"
dept_manager = "Finance Manager"
workers = ["Accounting Agent", "Budget Agent"]
elif "hr" in user_input.lower() or "human" in user_input.lower():
dept_name = "HR"
dept_manager = "HR Manager"
workers = ["Recruiting Agent", "Onboarding Agent"]
return {
"objective": user_input,
"departments": [
{
"name": dept_name,
"manager": dept_manager,
"workers": workers
}
],
"approval_required": False
}
elif "agent" in user_input.lower():
return {
"name": "Customer Support Agent",
"skills": ["Ticket analysis", "Customer response", "Escalation"],
"permissions": ["read_customer_records"]
}
elif "workflow" in user_input.lower():
return {
"workflow": [
"Create account",
"Assign onboarding agent",
"Send welcome email",
"Schedule meeting"
]
}
elif "price" in user_input.lower() or "approval" in user_input.lower():
return {
"requires_approval": True,
"reason": "Pricing changes affect customers and require executive approval"
}
else:
return {
"objective": user_input,
"message": "Processing request..."
}
def main():
print("=== Vytre Core Inference ===")
vytre = VytreCoreInference()
if len(sys.argv) > 1:
user_input = " ".join(sys.argv[1:])
print(f"\nInput: {user_input}")
result = vytre.mock_predict(user_input)
print(f"\nOutput: {json.dumps(result, indent=2)}")
else:
# Interactive mode
print("\nEnter 'quit' to exit")
while True:
try:
user_input = input("\nEnter your request: ").strip()
if user_input.lower() in ["quit", "exit", "q"]:
print("Goodbye!")
break
if not user_input:
continue
result = vytre.mock_predict(user_input)
print(f"\nVytre Output: {json.dumps(result, indent=2)}")
except KeyboardInterrupt:
print("\nGoodbye!")
break
if __name__ == "__main__":
main()
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