AI Archives - Justin's IT Blog

About
Links
Affiliate Links

Home
Home Lab
Zerto
- Zerto REST API Changelog
- zPlanner
Azure / AWS Migration Tips
Software
NTP Server

Tuesday, 9 June 2026

Category: AI

Zerto Docs MCP — Part 2: Hybrid Search and a Curated Knowledge Layer

Posted on May 26, 2026 by Justin Paul | 1 Comment

Running a public Zerto Docs MCP server taught me the ceiling of dense-only retrieval. This is the story of finding it, fixing it with BM25 + RRF + reranker, and three other things (KB articles, a curated lessons doc, ingested…

AI-Powered Grain Market Tracking for Farmers

Posted on May 22, 2026 by Justin Paul | 0 Comments

How I built a self-hosted grain-marketing dashboard for my farm — scraping local cash bids, computing basis against CBOT, summarizing the day with a guard-railed LLM, and exposing the whole thing as an MCP server so an AI crop-advisor chat…

My Zerto Docs MCP Server: Ask Claude (or Copilot, or Cursor) Real Questions

Posted on May 20, 2026 by Justin Paul | 1 Comment

A hosted MCP server that lets Claude, Copilot, Cursor, and other LLM clients answer Zerto questions using the actual help.zerto.com docs — 21,000 pages across 360+ bundles plus the entire KB archive. This post covers what it does, how to…

I Built an Entire Company Out of AI Agents – Part 1

Posted on March 13, 2026 by Justin Paul | 0 Comments

*This is Part 1 of a two-part series. This post covers how V4D was built, why I decided to staff it with AI employees, and what the “company” looks like at 34 agents. Part 2 is the technical deep dive…