AI & Automation
Connecting an AI Agent to Slack, GitHub, Wikis, and Tickets
A practical pattern for connecting an agent to four different systems: one shared connector interface, so search and citations don't special-case each source.
Tag
rag
4 posts
AI & Automation
RAG Versus Fine-Tuning for Operational Knowledge
Why fine-tuning is the wrong tool for knowledge that changes weekly, and when it's actually the right one: a practical comparison for business teams.
AI & Automation
What I Learned Building a Citation-Based RAG System
Six lessons from building Nexus's citation system: why similar text isn't trustworthy evidence, and what actually makes a RAG answer verifiable.
AI & Automation
Nexus: I Built a Self-Hosted Knowledge Base That Cites Its Sources
Nexus is a self-hosted RAG knowledge base I built on Postgres and MCP that answers questions from Slack, code, wikis and tickets, with citations.