| |
| """ |
| 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) |
| """ |
| |
| if "department" in user_input.lower() or "organization" in user_input.lower(): |
| |
| 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: |
| |
| 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() |
|
|
