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@QWED-AI

QWED

QWED-AI
India

Building the Trust Layer for the AI Era 🛡️

Hi, I'm Rahul, creator of QWED.

We are living in the age of "Probabilistic AI." Large Language Models are incredible at creativity and translation, but they struggle with reliability. They guess, they hallucinate, and they make confident errors.

For AI to be useful in critical domains—Finance, Healthcare, Engineering—"probably right" isn't enough. It needs to be "provably right."

🔭 Our Vision
We envision a future where every critical AI interaction is verified before it reaches the user.

We're not trying to "fix" LLMs or make them smarter. We're building infrastructure to make hallucinations irrelevant.

🛠️ What is QWED?
QWED is an open-source Deterministic Verification Protocol.

Instead of asking an LLM to check itself (which is unreliable), QWED treats the LLM as an "Untrusted Translator" and uses formal methods to verify outputs:

  • SymPy for mathematical proofs 🧮
  • Z3 for logical consistency 🧠
  • AST for code security 🛡️
  • TF-IDF for fact grounding 📚
  • SQLGlot for SQL validation 🗄️
  • Pandas for statistical verification 📊

🌱 Why We Need Your Support
We are a small team driven by engineering first, not hype.

No massive GPU clusters. No big VC funding. Just solid architecture, 8 specialized engines, and commitment to Open Source.

Your sponsorship directly supports:

  1. Independence — Keeping QWED free and open-source forever (Apache 2.0)
  2. Evolution — Adding new verification engines (financial compliance, medical safety)
  3. Sustainability — Funding infrastructure, testing, and development

🎯 Our Goal
To become the standard verification protocol for production AI.

We're just getting started, but the vision is clear: every AI application should verify outputs before they reach users.

💖 Join Us
Your sponsorship—whether $5 or $5,000—moves us closer to a future where AI is both powerful and trustworthy.

Thank you for supporting open-source AI safety. 🙏

🌟 Star on GitHub
📖 Read Documentation
📧
Contact: rahul@qwedai.com

@QWED-AI

"Enable full-time work on QWED" This covers: 🧑‍💻 Developer salary (part-time → full-time) ☁️ API infrastructure costs 🧪 Testing & CI/CD 📚 Documentation improvements

Meet the team

Featured work

  1. QWED-AI/qwed-verification

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

    Python 41

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$5 a month

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☕ Coffee Supporter
"Thank you for believing in safe AI"

Benefits:

  • 💚 Sponsor badge on your profile
  • 📧 Monthly newsletter with updates
  • 🙏 Listed in README sponsors section

Perfect for: Individual developers who want to support the mission

$25 a month

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🚀 Early Adopter
"Help us build faster"

Benefits:

  • Everything in previous tier
  • 🎯 Early access to new features (1 week before release)
  • 💬 Access to private Discord channel
  • 📊 Monthly technical deep-dive reports

Perfect for: Developers actively using QWED in projects

$50 a month

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👨‍💻 Power User
"For serious QWED users"

Benefits:

  • Everything in previous tiers
  • 🔧 Access to experimental engines
  • 📊 Advanced usage analytics
  • 👥 Quarterly virtual meetup with the team

Perfect for: Developers using QWED in multiple projects

$100 a month

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💼 Professional
"Priority support for your team"

Benefits:

  • Everything in previous tiers
  • ⚡ Priority bug fixes (24-hour response)
  • 📞 Monthly 30-min consultation
  • 🏷️ Your logo on README (small)
  • 🎟️ 2 free enterprise license credits/year ($200 value)

Perfect for: Startups using QWED in production

$250 a month

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🏢 Team
"Dedicated support for your company"

Benefits:

  • Everything in previous tiers
  • 🚨 24/7 urgent support channel
  • 🎨 Custom verification engine development (1/year)
  • 🏷️ Your logo on README (medium) + website
  • 📄 SLA agreement (99.9% uptime)
  • 🎟️ 5 free enterprise license credits/year ($500 value)

Perfect for: Companies with 10-50 employees

$500 a month

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🌟 Enterprise
"Shape the future of QWED"

Benefits:

  • Everything in previous tiers
  • 🗳️ Quarterly roadmap input (vote on features)
  • 👨‍💻 Dedicated technical support
  • 🏷️ Your logo on README (large) + homepage hero
  • 🎓 Annual on-site training session (virtual)
  • 📊 Custom benchmarking for your use case
  • 🎟️ 10 free enterprise license credits/year ($1000 value)

Perfect for: Large companies (50-200 employees)

$1,000 a month

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🦄 Strategic Partner
"Co-create the verification standard"

Benefits:

  • Everything in previous tiers
  • 🤝 Joint case study publication
  • 📣 Featured in all marketing materials
  • 🛠️ Custom engine development (quarterly)
  • 📞 Weekly sync calls with engineering team
  • 🎯 White-glove onboarding
  • 🎟️ 20 free enterprise license credits/year ($2000 value)

Perfect for: Enterprises (200+ employees)

$5,000 a month

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🏆 Founding Sponsor
"Be remembered as a QWED pioneer"

Benefits:

  • Everything in previous tiers
  • 🎖️ Permanent "Founding Sponsor" badge in README
  • 📜 Named sponsor of a major verification engine
  • 👥 Embed your engineer on our core team (1 day/week)
  • 🏢 Your logo on all documentation pages
  • 📄 Custom licensing terms (if needed)
  • 🎟️ Unlimited enterprise license credits

Perfect for: Major enterprises invested in AI safety