I didn’t know what my agents knew

Description and use

LLM agents lacked essential context in their wiki, leading to poor decisions. A visualizer revealed gaps, which were filled by agents, and continuous updates were enabled.

Problem

The LLM agents’ internal wiki lacked critical context about the user, businesses, and clients, leading to suboptimal decisions.

Outcome

The wiki now contains accurate, up‑to‑date pages about the user and businesses, enabling agents to make better-informed decisions.

Workflow

• Build an LLM wiki visualizer to inspect stored markdown pages.
• Load the six‑month‑old wiki and identify gaps.
• Ask the chief of staff agent to search email and transcripts to generate missing pages.
• Instruct agents to write to the wiki as they operate and notify when pages are created or updated.
• Plan to expand the wiki into a comprehensive knowledge base for personal and business data.

Evidence

My agents run on a Mac mini and keep an LLM wiki: markdown pages they write and read so they remember things between conversations.

Source

I built an LLM wiki visualizer during a trip to Guatemala. When I got back, I loaded the wiki my agents had been maintaining for six months without my eyes on it.

Source

There was no page on me. No page on any of my businesses. No pages on any of my clients.

Source

I asked my chief of staff agent to search my email and our transcripts and write the missing pages.

Source

I also told them to write to the wiki as they go. Now they tell me whenever they create a page or update one.

Source

Dexio is open source: github.com/dexio-wiki/dexio. If you'd rather not run your own infrastructure, use the hosted version at dexio.wiki.

Source