FIELD NOTES

How the work
actually gets done.

The difficult parts, the corrections and the human decisions—not just the output, but the reasoning behind it.

Concept art of fictional organizers and research cards

CANDIDATES → EVIDENCE → REVIEW

AI concept art · Not actual project products

01ANONYMOUS CASE / VISUAL GUIDE

From multi-model research
to a reviewable proposal.

Three decisions: repeated recommendations, selection conditions and reference evidence.

Explore the visual case↗

Concept art of fictional pouches, swatches and a sample parcel

REFERENCES → SAMPLE RECORDS → PROPOSALS

AI concept art · Not actual project products

02ANONYMOUS CASE / VISUAL GUIDE

From reference products
to sample tracking.

Separate price sources, match colors and images, and tie each state to evidence.

Explore the visual case↗

The long cases stop at research, sample records and proposal preparation—not approval, an order or shipping.

Four more decisions worth sharing.

Item-level claims, one-stop process splits, STEP/BOM cost correction, and facts versus inference in due diligence—reusable lessons without project identities.

Read the field notes

Different projects. One shared approach.

Retain sources, decisions and versions so the next task can build on them.

Explore the method

How the workactually gets done.

Two long anonymized case studies

From multi-model researchto a reviewable proposal.

From reference productsto sample tracking.

Four more decisions worth sharing.

Different projects. One shared approach.

How the work
actually gets done.

From multi-model research
to a reviewable proposal.

From reference products
to sample tracking.