INDUSTRY FIELD GUIDE
Berry harvest and handling images for AI review
Two photos can show that a berry changed appearance.
NAICS 111334 · Berry (except Strawberry) Farming
Two photos can show that a berry changed appearance. Establishing when or why it changed requires a handling record. USDA publishes commodity-specific fruit standards, and workplace recording programs have named agriculture among their settings. A berry farm can test how a model handles those evidence boundaries before any buyer requests real handling footage. USDA fruit grade and inspection resources · micro1 workplace recording listing
Use a consented, brand-free training setup and two views of the same sample tray. Label an observed blemish separately from any verified handling event. Create a second tray with a feature that looks similar but has no preceding photo. Grade the assistant on describing the change, matching tray identity, and declining to infer causation without evidence. Maintain separate labels for different fruit and stages.
Exclude pickers’ faces, locations, retailer rejection reports, and commercial packout figures. The farm and any packing partner should confirm authority before real images or handling logs leave their systems.
Describe a berry quality dataset
Original Fiund exercise
A new visible blemish can be documented without proving its cause
Original tray and berry aliases illustrate a staged visual-review task. Text annotations substitute for images here; no picking crew, packout data or real grading decision is represented.
| Record | Source | What it records |
|---|---|---|
| BH1 | Tray A before view | Berry A1 has no visible dark patch on the photographed face. Opposite side not shown; tray identity card present. |
| BH2 | Tray A after view and handling log | Same face of A1 has a visible dark patch. Log records a tray transfer between views but no observation establishing how the patch formed. |
| BH3 | Tray B single view | Berry B1 shows a similar patch. No before image or transfer record supplied for B. |
Question for the model
Which appearance change is supported for A1, and what can be inferred about the cause or B1's earlier condition?
Show the reference answer and checks
BH1 and BH2 support a newly visible patch on the matched photographed face of A1. They do not show the opposite side or establish that the logged transfer caused it. BH3 supports a patch observation on B1 at one time, with no evidence of when it appeared. Score identity, observed appearance and causal uncertainty separately rather than treating a temporal sequence or similar-looking patch as proof of handling damage.
- Converting a before-after appearance difference into a verified cause.
- Applying one tray's history to another berry with a similar blemish.
Fields to preserve
- Tray, berry and photographed face
- Establishes the comparison target.
- Capture time and visible feature
- Documents the observed change.
- Handling event and causal evidence state
- Separates chronology from explanation.
Test another case
Add a before view where A1's face is occluded. Require the new-appearance claim to be qualified by the missing visibility.
Use owned fruit, cleared staging and original labels. Exclude worker images, locations, rejection reports and commercial packout figures; real collection requires farm and packer authority.
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.