WRITING

Dispatches

Diagnostic memos and structural notes. Each piece addresses a specific pattern with a governing problem statement and ranked implications.

ARCHIVE1 ENTRY

Why AI-native companies often run GTM before they are commercially legible

Many companies treat GTM symptoms as the governing problem. The real constraint is upstream.

Many companies treat GTM symptoms as the governing problem. The real constraint is upstream.