INDUSTRY FIELD GUIDE
Hay bale and forage sample data for AI evaluation
A composite forage sample can characterize the lot it came from.
NAICS 111940 · Hay Farming
A composite forage sample can characterize the lot it came from. It cannot automatically stand in for another cutting stacked nearby. Extension guidance on bale sampling explains the importance of defining the lot and collecting a representative sample. An AI evaluation can test whether a record assistant preserves that boundary. Penn State bale sampling · University of Maryland forage testing
Invent two stack IDs and three lab records. Label the cutting, sampling method, and which bales contributed to the composite. Add a single-bale moisture reading with similar units but a different meaning. Ask the model which result describes the lot, which is a local reading, and when a sample should be treated as unrelated. Keep the model task about interpretation of the records. Qualified staff retain feed decisions.
Remove buyer accounts and real forage test reports. Confirm lab rights if you propose real results. Take any illustrative photographs from an approved position without handling stacked bales for the example.
Describe a forage records sample
Original Fiund exercise
A composite sample describes its defined lot rather than a neighboring cutting
Two invented hay stacks and artificial lab cards illustrate sampling scope. The package contains no feed recommendation, real forage report, buyer account or physical bale handling.
| Record | Source | What it records |
|---|---|---|
| HY1 | Stack and sample map | Stack A cutting 1: composite sample CA from approved practice bales A1–A4. Stack B cutting 2 has separate lot ID LB. |
| HY2 | Results | Lab card RA links CA to arbitrary quality index 10. Local moisture reading M-A2=12 practice percent applies only to bale A2 at the stated time. |
| HY3 | Unrelated card | Lab card RB is cutting 3 from another lot; same quality index units. No composite result for LB supplied. |
Question for the model
Which result is associated with Stack A's defined composite, and can the local reading or unrelated card characterize Stack B?
Show the reference answer and checks
HY1 and HY2 link RA's quality index to composite CA from Stack A's specified cutting and contributing bales. M-A2 is a local moisture observation with a different measurement meaning and scope. HY3 belongs to another cutting and lot, not LB. Stack B therefore lacks a linked composite result in this packet. Preserve sample method and lot definition before discussing representativeness; the exercise does not determine feed suitability.
- Treating a single-bale moisture reading as a lot-level quality analysis.
- Transferring a nearby or same-unit result across cuttings without a sample-to-lot link.
Fields to preserve
- Lot, cutting and contributing bales
- Defines the composite's population.
- Sample method and result type
- Separates local from composite evidence.
- Lab reference and unmatched lot
- Exposes missing associations.
Test another case
Add an LB sample collected from one bale only. Require it to remain a single-bale result rather than silently call it representative of the stack.
Use original mock cards and approved photographs if needed. Exclude commercial tests and buyer data; lab reuse rights are separate, and staff retain feed decisions.
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.