Supporting QWED Development

I'm Rahul Dass, creator and maintainer of QWED-AI - the verification infrastructure layer for Enterprise AI.

What is QWED?

QWED is an open-source protocol that mathematically proves LLM outputs before they reach production. It solves the fundamental reliability problem in AI systems:

• ✅ Deterministic Verification - No more hallucinations in critical systems
• 🔒 Security-First - Prevents SQL injection, code vulnerabilities, prompt injection
• 📊 Formal Methods - Uses SymPy, Z3, AST analysis (not just LLM guardrails)
• 🎯 Production-Ready - Used in finance, healthcare, legal tech

The Problem: LLMs are wrong 12% of the time, but we're using them for loan calculations, medical advice, and legal contracts.

QWED's Solution: Treat LLMs as "untrusted translators" and verify every output with formal methods before production.

What Your Sponsorship Enables

Your support directly funds:

🛠️ Infrastructure & Operations

• Tools
• Cloud deployment & CI/CD
• Performance monitoring & analytics

🚀 Enterprise Features

• Verification history & audit logs (compliance-ready)
• Usage analytics dashboards
• Advanced caching & optimization
• Multi-tenant support

💬 Community & Support

• Dedicated enterprise support channels
• Production deployment assistance
• Custom integration consulting
• Security audits & compliance documentation

📚 Documentation & Education

• Comprehensive integration guides
• Video tutorials & workshops
• Case studies & benchmarks
• Best practices documentation

Milestones & Transparency

Current Status (Jan 2026):

• ⭐ 30+ GitHub stars
• 📦 Published on PyPI, npm
• 🌍 8 verification engines (Math, Logic, Code, SQL, Stats, Vision, Consensus, Multi-Agent)
• 📖 Complete documentation at docs.qwedai.com

Roadmap (Q1 2026):

• Client-side LLM support (no backend required)
• Real-time streaming verification
• Go SDK (community-requested)
• Kubernetes deployment guides

Funded by sponsors:

• Enterprise analytics dashboard
• SOC 2 compliance documentation
• 24/7 monitoring & alerting

Why Sponsor?

QWED is 100% open source (Apache 2.0). There's no venture capital, no corporate backing - just passionate engineers building essential AI infrastructure.

Your sponsorship means:

• ✅ Faster feature development
• ✅ Better documentation & support
• ✅ Sustainable open-source development
• ✅ Priority access to enterprise features

For companies: Sponsorship is far cheaper than the cost of a single AI hallucination in production ($600+ average error cost).

Tier Benefits

🥉 Supporter ($5/mo)

• Name in CONTRIBUTORS.md
• Sponsor badge on your profile
• Early access to feature announcements

🥈 Power User ($25/mo)

• Everything in Supporter
• Priority bug fixes
• Email support (48hr response)
• Feature request priority

🥇 Enterprise Sponsor ($100/mo)

• Everything in Power User
• Direct Slack/Discord support channel
• Production deployment consulting
• Custom integration assistance
• Usage analytics & monitoring access

💎 Enterprise Pro ($500/mo)

• Everything in Enterprise
• Dedicated MongoDB instance
• 24/7 support with SLA
• Custom feature development
• Security audit assistance

Open Source Philosophy

QWED will always be:

• 100% open source (Apache 2.0)
• Self-hostable
• No vendor lock-in
• Community-driven

Sponsorships fund the infrastructure and support around the open-source core, not the code itself.

Get Involved

Beyond sponsorship, you can:

• ⭐ Star the repo: QWED-AI/qwed-verification
• 💬 Join discussions: GitHub Discussions
• 🐛 Report issues: GitHub Issues
• 📖 Read the docs: docs.qwedai.com

Contact

• 📧 Email: rahuldass@qwedai.com
• 💼 LinkedIn: Connect with me
• 🐦 Twitter: Updates on QWED development

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Thank you for considering sponsoring QWED! Every dollar helps build safer, more reliable AI systems for everyone.

🙏 Your support makes a real difference.