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qwed-verification

QWED-AI/qwed-verification

A deterministic verification layer for AI systems

GraphCanon updated 3w · GitHub synced 3w

57 stars11 forksLast push 3w Python Apache-2.0

Decision brief

QWED-verification employs math and formal methods like Z3, SMT, SymPy to verify AI outputs, creating an auditable trust boundary specifically for agentic AI.

Good fit when

  • When deterministic verification is needed for ai output accuracy
  • For enterprise setups requiring strict security and auditability of AI systems

Avoid when

  • If looking to generate content rather than verify outputs
  • In scenarios where flexible, non-mathematical verification methods suffice

Observed Jul 17, 2026 · Source: enrich:decision_facts

Verify the decision

Maintenance and security

Full trust report
Maintenance
Very active (0d since push)
As of 3w
Provenance
Not a fork · Organization account
As of 3w
Security (OSV)
No lockfile
As of 1mo

Public GitHub metadata and optional OSV scans. Signals, not a guarantee. Trust methodology.

Install

pip install qwed-verification
PyPI

Similar tools

Same-category neighbours. No typed graph edges are catalogued for this tool yet.

Evidence and technical details

Sourced facts, taxonomy, compatibility claims, README excerpt, and machine-readable endpoints.

Overview

QWED verifies AI outputs by employing mathematics and formal methods such as Z3, SMT, SymPy to create an auditable trust boundary specifically designed for agentic AI.

Capability facts

Deploy
Self-host

Source: dockerfile:Dockerfile · Aug 2, 2026

Docker
Dockerfile present

Source: dockerfile:Dockerfile · Aug 2, 2026

CLI
CLI entrypoint

Source: pyproject.toml:[project.scripts] · Aug 2, 2026

Languages
python

Source: github.language+pyproject.toml · Aug 2, 2026

Categories

Compatibility

Sourced claims from the README excerpt - not unsourced marketing copy.

Python runtimePython

Source: README excerpt (regex_v1, Aug 2, 2026)

pip install -e ".[dev]"
Source link

Tags

README

🔐 Ecosystem Trust & Infrastructure

QWED is supported by leading open-source infrastructure and security ecosystems, ensuring production-grade reliability for AI verification workloads.


Docker

docker pull qwedai/qwed-verification

Clone and install in development mode

git clone https://github.com/QWED-AI/qwed-verification.git cd qwed-verification pip install -e ".[dev]"


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## 📄 License

Apache 2.0 - See [LICENSE](LICENSE)

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For agents

This page has a .md twin and JSON over the API.

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