Tech & business writings

A tagged PDF already declares how it is organized. DTAA uses that declaration to enumerate every information task the document supports — before any question is written — then measures how reliably RAG systems complete them. On eight professionally tagged documents, the best system passes 42% of task phrasings.

Community organizations do far more than they ever document; the proof is scattered across phones, chat threads, and sign-in sheets. Evidence Core accepts that chaos as input, structures it with AI, and lets humans confirm — so reports trace back to real evidence. A whitepaper for decision makers, in English and Chinese.

Tagged PDFs carry an authoritative account of their own structure. Evidence Graph Retrieval compiles it instead of chunking it — and on held-out questions reaches perfect evidence recall at 4× less context, with recall at corpus scale that chunking cannot buy at any budget.

The City of Irvine now points residents to meetkindness.org — the platform Cyphia Solutions built for Kindness Network. Partner institutions publish their own programs and events, community members sign up and stay informed, staff approve and broadcast — while signups, notifications, email updates, and newsletters run themselves.