QWED Protocol: Deterministic Verification for Large Language Models

🚀 QWEDLocal: Client-Side Verification The biggest update in QWED history! Run verification directly in your code—no backend server needed. ⭐ Major Features QWEDLocal Class - Client-side verification Works with ANY LLM (OpenAI, Anthropic, Gemini, Ollama) $0 cost with local models (Ollama) 100% privacy - Data never leaves your machine Smart caching - 50-80% cost savings 3 Verification Engines ✅ Math (SymPy) - Symbolic validation ✅ Logic (Z3) - SAT solving ⭐ NEW ✅ Code (AST) - Security analysis ⭐ NEW Beautiful CLI ⭐ NEW qwed verify "What is 2+2?" qwed interactive 📦 Quick Start from qwed_sdk import QWEDLocal client = QWEDLocal(base_url="http://localhost:11434/v1", model="llama3") result = client.verify_math("What is 2+2?") 💰 Cost: $0 (Ollama) to $100/mo (GPT-4) + 50-80% cache savings 📖 Docs: QWED_LOCAL.md | CLI.md | RELEASE_NOTES_v2.1.0.md ⭐ If this saves you time, star the repo!