About & Sources

🧠 Our Research Methodology

Every claim on this site is vetted through a Mixture-of-Experts (MoE) process. Rather than relying on a single model's output, we run each topic through a pipeline of independent expert AI systems, then gate publication on their unanimous agreement against authoritative primary sources.

Primary experts: Grok (xAI) with live web and X search, Gemini 2.5 Pro (Google) with Google Search grounding, and Claude Opus (Anthropic) with web search — each produces an independent draft and cross-checks primary sources.

Verification: DeepSeek-V3.2 reviews claims for logical consistency, date accuracy, and quantitative errors. Cerebras Llama synthesizes the cross-model consensus.

Publication gate: A claim only ships when all five experts AGREE. Disagreements trigger another round of re-synthesis. Unresolved disputes are flagged, not hidden.

📚 Sources & Citations

Content on this site is drawn from and cross-checked against the following authoritative sources:

1. Alzheimer's Association
2. NIH National Institute on Aging (NIA)
3. WHO — Dementia
4. Alzheimer's Disease International (ADI)
5. The Lancet Commission on Dementia Prevention, Intervention, and Care
6. Dementia Australia
7. Alzheimer's Society (UK)
8. BMJ, NEJM, Neurology peer-reviewed literature
9. Mayo Clinic — Alzheimer's & Dementia
10. Cleveland Clinic — Neurological Institute
11. ClinicalTrials.gov — dementia trials
12. Cochrane Dementia and Cognitive Improvement Group
13. PubMed / PubMed Central

Where sources disagree, we surface the disagreement rather than pick a side. Where evidence is weak or emerging, claims are labeled accordingly.

✍️ Editorial Policy

We update pages whenever new primary research emerges or a reader flags an error. Each page is dated last reviewed. Corrections welcomed: info@aipulled.com.

We do not accept paid placement or sponsored content in the main knowledge base.

🏛️ About the Publisher

Published by AI Pulled — a portfolio of MoE-built knowledge bases on YMYL (Your Money, Your Life) topics.

Contact: info@aipulled.com · aipulled.com