---
title: Product / trust education articles
canonical_url: https://developers.phasoric.com/blog/class/product_trust
markdown_url: https://developers.phasoric.com/blog/class/product_trust.md
---
# Product / trust education articles

- [AI Knowledge Provenance: Why Answers Need Evidence](https://phasoric.com/blog/ai-knowledge-provenance-and-citations), A helpful AI answer may still be impossible to verify. If a system cannot show where a claim originated, when it was valid, and which transformation produced the summary, it is hard to rely on that answer in an evolving project.
- [AI Agents With Human Approval: Designing Safer Automation](https://phasoric.com/blog/ai-agents-human-approval-workflows), An agent that can draft an email is useful. An agent that sends that email, changes customer records, or modifies production files without a reliable authorization boundary introduces a different class of risk. Approval-first automation keeps speed w
- [Local-First AI Knowledge Management: Ownership Before Automation](https://phasoric.com/blog/local-first-ai-knowledge-management), AI knowledge tools promise convenience, but they often ask users to move years of notes into a single vendor's database. Local-first architecture starts from a different question: can the user keep useful control over their information even when a ne
- [RAG vs. Persistent AI Memory: Why Retrieval Alone Falls Short](https://phasoric.com/blog/rag-vs-persistent-ai-memory), Retrieval-augmented generation (RAG) is a valuable way to bring documents into an AI answer. It is not, on its own, a complete system for remembering what matters over time. The distinction matters most when facts change, authorities disagree, or a d
- [Welcome to Phasoric](https://phasoric.com/blog/hello-world), Introducing Phasoric, a browser-native local-first knowledge workspace with fast local performance and optional sync through user-selected storage providers or Phasoric Hosted.