SAMF: SAWANT Agentic MoSCoW Framework
Structural MoSCoW contracts for deterministic LLM validation.
What is it?
SAMF provides machine-readable validation contracts for LLMs, translating project management MoSCoW prioritization into strict alignment guards.
Why do I need it?
- Slashes Prompt Instability: Eliminates brittle multi-hop reasoning.
- Prevents Loop Breaches: Keeps multi-agent reasoning loops from breaking.
- Optimizes Token Costs: Reduces RAG token waste by enforcing explicit constraints.
Quick Start
from samf import SAMFContract, samf_contract # Define your strict execution contract guard_contract = SAMFContract( must_have=["JSON", "status", "user_id"], should_have=["timestamp"], wont_have=["error", "failed"] ) # Enforce it seamlessly with a decorator @samf_contract(contract=guard_contract) def call_billing_agent(): # Your LLM generation / LangGraph node logic here return '{"status": "success", "user_id": 4002, "format": "JSON"}' response = call_billing_agent() print("Output validated successfully!") --- **Disclaimer:** This is an independent open-source hobby project developed entirely on personal time and hardware. It is not affiliated with, sponsored by, or endorsed by my employer.