QWED-AI/qwed-verification

Deterministic verification layer for LLMs | AI hallucination detection | Model output validation | Formal verification for AI | Python 🐍

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/ 100
Emerging

This tool acts as a critical safety check for AI outputs, specifically for large language models (LLMs) and AI agents. It takes the AI's generated content (like code, SQL, or logical statements) along with your predefined rules or schemas, and then verifies if the output is correct, safe, and adheres to your specifications. It's for engineers, product managers, or anyone responsible for deploying AI in critical applications where accuracy and safety are paramount.

Use this if you need to ensure that AI-generated content, especially code, SQL, or structured data, is accurate and safe before it impacts your production systems or business operations.

Not ideal if your AI outputs are freeform text, you don't have clear rules or schemas for verification, or if the primary verification domain (math, logic, SQL, code, schemas) is not supported.

AI-safety LLM-validation production-AI AI-hallucination-prevention agentic-AI-security
No Package No Dependents
Maintenance 10 / 25
Adoption 8 / 25
Maturity 13 / 25
Community 12 / 25

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Stars

47

Forks

6

Language

Python

License

Apache-2.0

Last pushed

Mar 12, 2026

Commits (30d)

0

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curl "https://pt-edge.onrender.com/api/v1/quality/llm-tools/QWED-AI/qwed-verification"

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