Virtual Filesystem vs RAG for AI Documentation Assistants: An Operations Playbook
A practical decision framework comparing retrieval-augmented generation and virtual-filesystem approaches for production documentation assistants.
#documentation
7 articles
After Wikipedia’s AI Writing Clampdown: Enterprise Documentation Control Patterns
What platform and knowledge teams should change when public policy pressure tightens around AI-authored text quality and provenance.
From AGENTS.md to Guardrails: Repository Design Patterns Emerging in Japan’s AI Dev Community
A practical synthesis of Japanese community trends around AI-friendly repositories, instruction surfaces, and validation harnesses.
Agentic Workflows in Git Platforms: How to Scale Automation Without Losing Change Control
A practical operating model for teams adopting AI-assisted workflow automation in repositories while preserving review quality, ownership, and rollback safety.
Open Documentation, Hidden Risk: Preventing Secret Exposure in Public Developer Portals
A prevention-first program for stopping admin keys and sensitive tokens from leaking through examples, snippets, and generated docs.
Build Verifiable Trend Intelligence Pipelines Before Letting Agents Publish
Trend-driven content and product decisions need source diversity, confidence scoring, and contradiction handling.
Browser-Native AI Translation and Enterprise Content Ops
How built-in browser translation AI changes multilingual publishing pipelines, QA strategy, and compliance review.