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Showroom Floor / Developer Tools & AI Infrastructure / HallucinationGuard™ (Universal Neuro-Symbolic Anti-Hallucination Guardrail & Auto-Corrector)
Developer Tools & AI Infrastructure Proven Self-Hosted System

HallucinationGuard™ (Universal Neuro-Symbolic Anti-Hallucination Guardrail & Auto-Corrector)

Universal, zero-dependency model-agnostic anti-hallucination engine for any LLM. Audits math, RAG grounding, citations, code APIs, and contradictions in <5ms.

Python AST Neuro-Symbolic Logic FastAPI REST Universal Decorators

Live Production API Console

Open in New Tab ➔
Target Endpoint: /api/demo/anti-hallucination Ready 
// Click "Execute Live Production Test" to trigger live API response from server...
🛡️

Warehouse Inspection Seal: 100% Malware-Free

Audited by 4-Layer Malware, AST Obfuscation & Secret Key Scanner

Certified Safe

Malware Status

0 Threats Found

Reverse Shells

Clean

API Secret Leaks

Zero Leaked Keys

Health Score

90/100

System Overview & Specifications

Enterprise-grade, 100% model-agnostic neuro-symbolic anti-hallucination guardrail. Operates with zero cloud latency and zero external dependencies. Features 6 deterministic detection vectors: Symbolic Mathematics (AST arithmetic & percentage evaluation), RAG Contextual Grounding (token alignment & entity coverage), Internal Self-Contradiction Matrix, Fabricated Citation & Fake DOI Detector, Python AST & Phantom API Signature Verifier, and Prompt Sycophancy Neutralizer. Includes Python function decorator (@guard_llm), OpenAI/Anthropic client middleware, automated text sanitization/auto-correction, and a universal standalone REST microservice for Node.js, Go, Rust, Java, and C#.

📦 What's in the Box

Every system sold on Creators Warehouse comes completely equipped for immediate turnkey deployment:

Complete HallucinationGuard Python package, 6 vector detectors (math, rag, contradiction, citation, code, sycophancy), proposition tokenizer, auto-correction remediator, LLM adapters/decorators (@guard_llm, OpenAI client wrapper), standalone REST microservice, 3 runnable examples, and 100% passing test suite.
One-Click Turnkey Purchase • Commercial License
$298.00 one-time

Full rights to white-label, self-host, and commercially deploy this software under your own brand.

✓ Full Unencrypted Source Code
✓ Instant Cloudflare R2 Vault Download
✓ 1-Click deploy.py Automation Script
✓ Automated Verification Test Suite
✓ Commercial White-Label Resale Rights

Automatic failover if primary gateway fails, times out, or gets blocked.

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