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samf-framework
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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<br>guard_contract = SAMFContract(<br>must_have=["JSON", "status", "user_id"],<br>should_have=["timestamp"],<br>wont_have=["error", "failed"]
# Enforce it seamlessly with a decorator<br>@samf_contract(contract=guard_contract)<br>def call_billing_agent():<br># Your LLM generation / LangGraph node logic here<br>return '{"status": "success", "user_id": 4002, "format": "JSON"}'
response = call_billing_agent()<br>print("Output validated successfully!")<br>**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.
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Prompt Engineering framework
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