Field reports and practical guides
Direct answers for feedlot operators and animal-science researchers, grounded in primary sources, field context, and practical next steps.
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Review the four-pen deployment, fixed RGB and thermal capture, solar field nodes, wireless backhaul, on-site processing, and controlled-chute reference workflow.
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For feedlot teams
Inventory, receiving, movement, heat, labor, and practical deployment decisions.
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Observable behavior, RGB and thermal context, and evidence for qualified review.
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Study design, ground truth, validation, data infrastructure, and field protocols.
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Track calf identity, weaning date, bunk and water use, health work, direct checks, and shipping readiness through preconditioning.
Published September 1, 2026 · Updated September 1, 2026
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52 articles
Learn what to preserve when a cattle tag, visual reference, or camera track is unclear before correcting feedlot identity records.
Plan a cattle pose-estimation study around the biological question, camera view, landmarks, occlusion, labels, holdouts, and source evidence.
Match expected cattle, observed pen counts, movements, shipments, and unresolved exceptions before closing a feedlot lot.
Learn what fixed cameras can document for feedlot welfare review, including activity, zone use, coverage gaps, source clips, and follow-up.
Connect cattle identity, pen history, camera observations, treatment records, weather, and necropsy findings for a clearer death-loss review.
Plan a multi-camera cattle study with synchronized views, calibration, identity records, coverage logs, source video, and independent validation.
Prepare pen maps, expected head counts, cattle IDs, movement events, timestamps, and exception reviews before camera monitoring begins.
Test drought-stressed forage, preserve the nitrate result, record the feeding plan, and connect cattle observations to the exact forage lot.
Build a time-aligned cattle research record for wildfire smoke, PM2.5, weather, camera observations, samples, and study outcomes.
Learn which import, animal ID, receiving, and movement records feedlots should keep connected when Mexican feeder cattle arrive.
Learn the cattle signs and pasture facts to record when fescue toxicosis is a concern, plus where camera observations can support review.
Learn what antimicrobial resistance means for feedlots, what cattle and sample records should stay linked, and where camera evidence can help.
Build a reproducible cattle thermography record for camera settings, body regions, weather, identity, reference measurements, and field review.
Learn what stable-fly bunching can look like, what a feedlot should record, and how camera evidence supports direct cattle and pen checks.
Connect the first observation, animal pull, hospital-pen move, direct check, care record, recheck, withdrawal date, and pen return.
Test cattle-behavior models across unseen animals, later dates, different pens, and camera views while preserving labels, missing data, and source video.
Build a reviewable feedlot record for corn silage dry matter, ration changes, delivery timing, bunk condition, cattle activity, and feed calls.
Separate cattle shrink from head-count and identity exceptions with a practical receiving record for weights, times, conditions, and source evidence.
A plain-language guide to cattle pinkeye signs, the first four steps to take, summer risk factors, treatment records, and follow-up checks.
A practical research protocol for validating cattle feed-intake AI with electronic feeder ground truth, camera observations, weather, identity, and explicit missing data.
A practical 2026 LIP recordkeeping guide for cattle inventory, event timing, animal losses, identity evidence, movement reconciliation, and FSA review.
A practical feedlot water audit for expected demand, refill capacity, trough access, water quality, observed activity, and response ownership.
A practical research protocol for aligning official H5N1 samples, cattle movements, camera observations, environmental context, and missing evidence.
Why futures, cash fed cattle, feeder cattle, and boxed beef can move differently—and how a feedlot can anchor the discussion in a clean pen record.
The July 2026 Cattle on Feed report explained for feedlot teams, with a practical pen-inventory, cattle-flow, and exception-audit workflow.
What New World screwworm is, what cattle crews should inspect, how to report a suspected case, and where RGB, thermal, and movement evidence fit.
A practical protocol for aligning BCHF veterinary phenotypes, heart scores, camera-observed behavior, site conditions, and missing-data states.
A practical receiving plan for water, shade, processing, bunk activity, and reviewable evidence during hot weather.
A practical workflow for reconciling receiving, processing, pen moves, official identification, exceptions, and camera evidence before a disease traceback.
How research teams can connect virtual-fence events with fixed-camera observations, human review, and explicit missing-data rules.
A USDA-sourced receiving plan for inventory reconciliation, movement evidence, and biosecurity handoffs during the phased port reopening.
A plain-English guide to reconciling pen counts, reviewing cattle movement, and connecting camera observations with EID/RFID yard records.
A documented research protocol for synchronized digital and thermal chute capture, controlled body views, and versioned wound-review evidence.
How tool-using AI can retrieve livestock observations, preserve source records, and assemble reviewable research evidence.
A sourced explanation of cattle supply, feed, processing, transportation, retail factors, and operational feedlot evidence.
How a field-built university installation informs a commercial feedlot deployment with clear workflow ownership and acceptance measures.
A field report on four pens, solar-powered digital and thermal capture, on-site processing, and the research platform now in place.
How visible behavior, thermal evidence, weather, water, shade, pen conditions, and direct observations support heat-event review.
A practical framework for connecting observed bunk activity with feed delivery, ration, weight, weather, and animal-care records.
How fixed cameras, day-and-night digital and thermal evidence, on-site compute, exception queues, and human review support feedlot operations.
How universities can build livestock research infrastructure that connects computer vision, sensors, protocols, and ground truth.
How source-linked evidence queues help pen riders, feed crews, inventory owners, and animal-health teams review the right event.
A practical identity workflow for controlled-chute face, muzzle, and ear-tag capture connected to EID/RFID and yard records.
A buyer-focused framework for baseline, deployment cost, workflow value, acceptance measures, review labor, maintenance, and attributable benefit.
How on-site processing supports clear data flows, operator ownership, access control, retention, backup, and tested recovery.
A practical framework for connecting computer vision, sensors, records, ground truth, and review to a defined decision.
How grace, mercy, stewardship, and reviewable observations help responsible people notice, review, document, and care.
What current USDA cattle data means for operational inventory, movement review, source records, and readiness planning.
A practical framework for measuring inventory, bunk review, environmental context, animal observation, and record integration.
A buyer checklist for direct observations, coverage, identity controls, ground truth, retention, integration, support, and acceptance measures.
How individual observations and pen-level measures answer different questions when identity, coverage, and missing views are explicit.