QWED is a deterministic verification layer for Large Language Models. We don't fix hallucinations—we make them irrelevant.
"If an AI output cannot be mathematically proven, QWED will not allow it into production."
| Repository | Description |
|---|---|
| qwed-verification | 🧠 Core verification engine (11 specialized engines) |
| qwed-finance | 🏦 Banking & fintech verification middleware |
| qwed-legal | ⚖️ Legal contract & liability verification middleware |
| qwed-tax | 💸 Tax compliance & withholding verification middleware |
| qwed-infra | ☁️ Infrastructure as Code (IaC) verification |
| qwed-mcp | 🔌 Model Context Protocol for Claude Desktop |
| qwed-ucp | 🛒 Unified Commerce Protocol for e-commerce AI |
| qwed-open-responses | 🤖 OpenAI Responses API guards |
┌──────────┐ ┌──────────┐ ┌──────────┐ ┌──────────┐
│ Math │ │ Logic │ │ SQL │ │ Stats │
│ SymPy │ │ Z3 │ │ SQLGlot │ │ SciPy │
└──────────┘ └──────────┘ └──────────┘ └──────────┘
┌──────────┐ ┌──────────┐ ┌──────────┐ ┌──────────┐
│ Facts │ │ Code │ │ Image │ │Reasoning │
│ KB │ │ AST │ │ CLIP │ │ Chain │
└──────────┘ └──────────┘ └──────────┘ └──────────┘
┌──────────┐ ┌──────────┐ ┌──────────┐
│ Taint │ │ Schema │ │ Graph │
│ AST │ │ JSON │ │ Facts │
└──────────┘ └──────────┘ └──────────┘
| Resource | Description |
|---|---|
| qwed-learning | 🎓 Interactive course: "Building Deterministic AI Systems" |
Free, open-source curriculum covering LLM verification, symbolic AI, and safe AI deployment.
| Paper | DOI |
|---|---|
| QWED Protocol: Deterministic Verification for LLMs | DOI |
| The Layered Compression Paradox in Context Engineering | DOI |
For enterprise deployments, custom integrations, SLA support, and on-premise solutions:
📧 Contact: rahul@qwedai.com
We offer:
- 🔧 Custom guard development
- 🏗️ On-premise deployment
- 📞 Priority support & SLA
- 🔐 Security audits & compliance
- 💬 Discussions - Ask questions, share ideas
- 🐛 Issues - Report bugs
- 💖 Sponsor - Support development