INDUSTRY FIELD GUIDE
Soybean and oilseed sample data for AI quality review
A picture of damaged seed can be useful.
NAICS 111110 · Soybean Farming
NAICS 111120 · Oilseed (except Soybean) Farming
NAICS 111191 · Oilseed and Grain Combination Farming
A picture of damaged seed can be useful. It becomes evidence about a lot when the dataset explains which test portion it shows and how that portion was sampled. USDA publishes grain sampling guidance and separate standards for oilseed commodities. A buyer could use this structure to evaluate image labeling or to check that the correct inspection record accompanies the sample. USDA grain sampling · USDA grain standards by commodity
Use owned retained samples or authorized training lots. Give the model a lot ID, commodity, sample date, test portion ID, and close images showing a reviewer-labeled feature. Include a soybean portion and a sunflower seed portion with the same-looking ticket format. A strong model must keep the commodity-specific rules separate, identify the evidence that belongs to each lot, and defer when the test method is missing.
A grower needs permission to share inspection certificates supplied by a buyer or lab. Remove farm coordinates, grades tied to commercial pricing, counterparty information, and seed treatment details. An invented ticket can demonstrate the record structure first.
Original Fiund exercise
A shared ticket layout does not make soybean and sunflower evidence interchangeable
Original sample cards and fictional image annotations use owned seed aliases. No official grade, commercial pricing record or real inspection certificate is reproduced.
| Record | Source | What it records |
|---|---|---|
| OS1 | Soybean sample | Lot L-S, test portion S1, day 2. Reviewer marks visible feature F under stated soybean practice method M-S. |
| OS2 | Sunflower sample | Lot L-F, test portion F1, day 2. Same ticket layout, but commodity sunflower and no method or reviewed feature label supplied. |
| OS3 | Loose close-up | Image description shows feature resembling F but lacks test-portion ID. No parent image or lot map supplied. |
Question for the model
Which lot has a linked reviewer-labeled feature, and can the sunflower or loose image inherit that method and label?
Show the reference answer and checks
OS1 links feature F to soybean portion S1 and lot L-S under M-S. OS2's identical ticket layout does not supply a sunflower method or authorize applying M-S to F1. OS3 lacks the sample link needed for lot attribution. Keep those two gaps separate: sunflower needs an appropriate stated method and review, while the loose close-up needs provenance. No official commodity grade follows from the fixture's local feature label.
- Applying one commodity's inspection labels because another uses the same form layout.
- Treating an unlinked close-up as evidence for a commercial lot.
Fields to preserve
- Lot, commodity and test portion
- Defines sample identity.
- Method and reviewer feature
- Records the label's context.
- Image parent and missing association
- Supports or limits lot attribution.
Test another case
Provide a sunflower-specific reviewed method but keep the loose image unlinked. Require method completeness to improve without inventing its lot.
Use retained owned samples or synthetic cards. Exclude farm locations, counterparties, treatments and price-linked grades; clear buyer or lab certificates separately.
Discuss a contribution
Describe the sources you control, the task they could support and what has already been checked. Use the existing-data assessment for an archive or the collection brief for a new recording project. The contributor agreement defines Fiund’s licensing authority and compensation. A guide or fictional exercise does not establish an accepted collection or a sale.