Listen
Understand the actual context, not the polished story. Walk the terrain before asking about problems.
The method
Listen → Extract → Structure → Test → Build.
One loop runs everything on this site. This page is the loop, written down.
Extract
Pull out hidden assumptions, constraints, tacit knowledge, repeated patterns. The signal in the noise.
Structure
Turn the mess into maps: problem, customer, offer, evidence, thesis. Make complexity thinkable.
Test
Define the smallest real-world signal: money, time, behavior, commitment. Get truth from the world.
Build / Kill / Reset
Use the evidence to choose the highest-value next move, before wasting weeks on the wrong one.
Then it compounds.
Each pass leaves a structured asset the next pass builds on. That is the whole trick.
Section 02 / 04
Why fieldwork first
Speed is not strategy.
Most teams do not fail because they cannot build. They fail because they build from weak signal. AI makes this sharper, you can now build the wrong thing faster, cleaner, and with more confidence than ever. The advantage is knowing what deserves speed.
AI is not the insight. AI is the compression layer. The insight comes from structured fieldwork.
The chapters
The loop, applied to different terrain.
On a market
Ecosystem research
80+ interviews became a field guide, a diagnostic, and intelligence briefs.
See the research → On an expertDomain Intelligence Framework
Structured interviews that turn subject-matter expertise into venture maps.
Read DIF → On a personSecond Brain
The same loop pointed at your own context, so any AI can build from it.
See Second Brain →