A working notebook, kept in the open

Hey MHK

Or browse the second brain and the series.


01

Observe

FIELD NOTES IN PUBLIC

Essays written from inside the build rather than above it, including a serial run on applied AI that traces the attention mechanism from research curiosity to the thing everyone now depends on.

What an Ontology Explorer Taught Me

I set out to build a tool that explains ontologies. I ended up building one that's careful about how it explains them, and that was the harder, better project.

· Field Notes

The $95 Education of an LLM Cache

Pre-writing 6,000 field notes with an LLM cost more than the plan said and taught more than expected, including which model quietly narrates its own prompt.

· Field Notes

The Org Chart vs. the Kinship

Every ontology declares how it's organized. Its concepts have an actual shape that's often different. You can measure the gap, and CIM's is wide.

· Building the Explorer

Teaching a Graph to Rank Itself

A thousand-node ontology is a hairball until you ask it the right questions. Three graph algorithms and one design lesson turn it into a map.

· Building the Explorer

02

Orient

INSTRUMENTS FOR LEGIBILITY

Orientation is the expensive step, so I build tools for it. The work here turns opaque systems into something a person can reason about, with Emic as the clearest expression of the craft.


03

Decide

A SECOND BRAIN, OPEN IN OBSIDIAN

A second brain. Several years of connected notes in an open Obsidian vault, the kind of plain-text knowledge base that has quietly become one of the best things to point a model like Claude at, and where a decision gets checked against everything already worked out.

750+ Notes
7 Domains
01 Human-Centered Design
02 Information Architecture
03 Research Methods
04 Data Engineering
05 AI Mechanisms
06 Knowledge Engineering
07 Cross-Domain
Open the second brain garden-heymhk.com