the jambot
Exploring if Moneyball can actually save software
A personal lab of structural analysis, interactive instruments, and writing about how software organizations actually work.
Every organization runs on representations of itself. Org charts, Jira boards, dashboards, service catalogs, architecture diagrams, definitions of done. These representations are useful precisely because they simplify, and dangerous for the same reason.
The representations are accurate. They are accurate about the wrong layer. A velocity chart reports story points faithfully. Meanwhile, "deployment" means four different things to four teams, and reconciling those four meanings consumes a senior engineer's afternoon three times a week.
An org chart is a static snapshot like a photograph and it hints at where you've been, but tells you nothing about where work is heading or after a few weeks what happened before. Treating organizational data and the artifact trail like a time series is the only way to see the real trajectory.
Managing from that frozen frame is the root pattern behind everything that follows. This class of problem compounds in silence: the cost is never in one place, so it reads as general friction. It is attributed to the wrong cause: hiring, tooling, process. And it has no owner, because it lives between roles, between the spaces that maps can't find, not inside them.
And today, AI amplifies the pattern. Agents that draft, triage, and summarize at speed make the photo sharper while the sequence underneath keeps running.
Selected work
100 Stars
The org chart is a photograph. This is the game film. An interactive topology of how engineers actually work.
The Natural History of Organizations
Eleven exhibits reading the same structure through different natural systems.
The Unscouted Variable
What sports analytics revolutions reveal about the metric nobody's tracking in software.
Lab Observatory
The working instrument: read an organization's artifact trail live.
The Org Chart Is a Photograph
Mapping the hidden topology of software teams through their artifact trail.
Context Collapse
How shared understanding deteriorates across teams, and the structural patterns that accelerate it.
Lazy AI: People Have Codes
Your customers aren't personas. They're characters with codes, forged by experience.
See the full collection.
Interactive essays, instruments, lab experiments, museum exhibits, and research.
Advisory
Better evidence for consequential decisions.