Home/LLM Frameworks/qwed-verification
qwed-verification logo

qwed-verification

Enrichment pending
QWED-AI/qwed-verification

A deterministic verification layer for AI systems. QWED verifies AI outputs using mathematics, symbolic reasoning, and formal methods (Z3, SMT, SymPy), creating an auditable trust boundary for agentic

GraphCanon updated today · GitHub synced today

58
Stars
11
Forks
20
Open issues
1
Watchers
2d
Last push
Python Apache-2.0Created Dec 13, 2025

Trust & integrity

Full report
Maintenance
Very active (2d since push)
As of today · Source: github_public_v1
Provenance
Not a fork · Organization account
As of today · Source: github_public_v1
Security (OSV)
No lockfile
As of today · Source: none

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

Overview

A deterministic verification layer for AI systems. QWED verifies AI outputs using mathematics, symbolic reasoning, and formal methods (Z3, SMT, SymPy), creating an auditable trust boundary for agentic AI. Not generation. Verification.

Capability facts

Deploy
Self-host

Source: dockerfile:Dockerfile · Jul 11, 2026

Docker
Dockerfile present

Source: dockerfile:Dockerfile · Jul 11, 2026

CLI
CLI entrypoint

Source: pyproject.toml:[project.scripts] · Jul 11, 2026

Languages
python

Source: github.language+pyproject.toml · Jul 11, 2026

Categories

Compatibility

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

Python runtimePython

Source: README excerpt (regex_v1, Jul 11, 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]"


---

## 📄 License

Apache 2.0 - See [LICENSE](LICENSE)

---