Intelligence layer
Analysis AV-2026-000004
Joy interprets the evidence already stored for this analysis. She never recalculates thermal values, never re-runs the vision model, and never produces a dry-matter number.
- Analysis
- AV-2026-000004
- Sample
- F-2026-000004
- Thermal
- SUFFICIENT
- Visual
- SUFFICIENT
- DM
- CALIBRATION_PENDING
USTAWI_INTELLIGENCE_MASTER_V1.1.0 · prompt 1.1.0 · model google/gemini-3.6-flash
Joy reads the stored evidence and cannot alter any scientific record. She does not calculate GDD, re-run the vision model, or produce a dry-matter value.
You
Explain this analysis in two sentences.
Joy
evidence · get_evidence_quality · read
{
"ok": true,
"visual": "SUFFICIENT",
"thermal": "SUFFICIENT",
"dm_status": "CALIBRATION_PENDING",
"sample_id": "F-2026-000004",
"analysis_id": "AV-2026-000004",
"visual_reason": null,
"overall_status": "READY",
"thermal_reason": null
}evidence · get_thermal_evidence · read
{
"ok": true,
"thermal": {
"dm_status": "CALIBRATION_PENDING",
"t_max_cap": 30,
"t_min_floor": 10,
"data_quality": {
"weatherStatus": "COMPLETE",
"altitudeStatus": "NOT_PROVIDED",
"fruitSetStatus": "NOT_PROVIDED",
"bloomDateStatus": "OBSERVED"
},
"predicted_dm": null,
"weather_status": "COMPLETE",
"accumulated_gdd": 1607.4000000000005,
"maturity_status": "CALIBRATION_PENDING",
"days_since_bloom": 167,
"thermal_features": {
"windows": [
{
"gdd": 350.6,
"coverage": {
"status": "COMPLETE",
"windowDays": 30,
"missingDays": 0,
"availableEnd": "2026-01-15",
"expectedDays": 30,
"requestedEnd": "2026-01-15",
"retrievedDays": 30,
"availableStart": "2025-12-17",
"requestedStart": "2025-12-17"
},
"thermalTime": 217.15,
"meanTemperature": 17.238333333333333
},
{
"gdd": 653.1999999999997,
"coverage": {
"status": "COMPLETE",
"windowDays": 60,
"missingDays": 0,
"availableEnd": "2026-01-15",
"expectedDays": 60,
"requestedEnd": "2026-01-15",
"retrievedDays": 60,
"availableStart": "2025-11-17",
"requestedStart": "2025-11-17"
},
"thermalTime": 406.49999999999994,
"meanTemperature": 16.775
},
{
"gdd": 911.0999999999997,
"coverage": {
"status": "COMPLETE",
"windowDays": 90,
"missingDays": 0,
"availableEnd": "2026-01-15",
"expectedDays": 90,
"requestedEnd": "2026-01-15",
"retrievedDays": 90,
"availableStart": "2025-10-18",
"requestedStart": "2025-10-18"
},
"thermalTime": 595.4500000000002,
"meanTemperature": 16.616111111111113
}
],
"meanTMax": 21.032142857142862,
"meanTMin": 11.370833333333334,
"gddClient": 1607.4000000000005,
"coolDaysLt10": 27,
"heatDaysGt30": 0,
"gddLast30Days": 350.6,
"gddLast60Days": 653.1999999999997,
"gddLast90Days": 911.0999999999997,
"daysSinceBloom": 167,
"meanTemperature": 16.201488095238094,
"meanDiurnalRange": 9.661309523809527,
"daysSinceFruitSet": null,
"thermalTimeBase10": 1041.8499999999997,
"coolDegreeExposure": 15.699999999999994,
"heatDegreeExposure": 0,
"thermalTimeLast30Days": 217.15,
"thermalTimeLast60Days": 406.49999999999994,
"thermalTimeLast90Days": 595.4500000000002,
"meanTemperatureLast30Days": 17.238333333333333,
"meanTemperatureLast60Days": 16.775,
"meanTemperatureLast90Days": 16.616111111111113
},
"thermal_time_base": 10,
"calculation_status": "COMPLETE",
"gdd_formula_version": "ustawi-gdd-1.0.0",
"days_since_fruit_set": null,
"thermal_time_base_10": 1041.8499999999997,
"calculation_timestamp": "2026-08-16T13:44:32.247+00:00",
"thermal_time_formula_version": "thermal-time-v1.0.0"
},
"analysis_id": "AV-2026-000004"
}evidence · get_visual_evidence · read
{
"ok": true,
"visual": {
"status": "COMPLETE",
"accepted": true,
"threshold": 0.2,
"confidence": 0.9935,
"workflow_id": null,
"error_reason": null,
"raw_response": {
"top": "visual_defect",
"time": 0.03733795811422169,
"image": {
"width": 640,
"height": 640
},
"confidence": 0.9935,
"predictions": [
{
"class": "visual_defect",
"class_id": 1,
"confidence": 0.9935
}
],
"inference_id": "9dae33c5-e8dd-45c5-a31b-cce384055f2e"
},
"model_version": "avocado-quality-classification-4-vit_base_patch16_dinov3.lvd1689m-t1",
"image_reference": "AV-2026-000004/1786887800949.jpeg",
"predicted_class": "visual_defect",
"inference_status": "COMPLETE",
"model_identifier": "ustawis-workspace-vzn81/avocado-quality-classification-4-vit_base_patch16_dinov3.lvd1689m-t1",
"inference_timestamp": "2026-08-16T13:43:26.419+00:00"
},
"analysis_id": "AV-2026-000004"
}This Hass avocado analysis accumulated 1,607.4 growing degree days (GDD) over 167 days since the observed bloom date of August 1, 2025. Concurrently, the visual classification model detected a visual defect with 99.35% confidence, while laboratory-calibrated dry-matter prediction remains unavailable.
You
Summarize this analysis
Joy
**Evidence:** * **Thermal Engine:** Accumulated 1,607.4 Growing Degree Days (GDD) over 167 days since the observed bloom date of August 1, 2025 (`ustawi-gdd-1.0.0`; thermal time base 10: 1,041.85). Weather data coverage is complete and evidence quality is sufficient. * **Computer Vision:** Visual model classified the sample as `visual_defect` with 99.35% confidence against a 0.20 operating threshold (`accepted: true`; model `avocado-quality-classification-4-vit_base_patch16_dinov3.lvd1689m-t1`). Evidence quality is sufficient. **Interpretation:** * Both thermal tracking and visual inference ran successfully to completion. * The visual computer-vision model indicates a high-confidence prediction of visible surface defects on the fruit. **Limitation:** * **Dry-Matter Status:** `CALIBRATION_PENDING`. No calibrated dry-matter prediction model is in service; dry-matter percentage cannot be provided, estimated, or inferred from thermal or visual data. * Neither accumulated GDD nor visual status alone establishes biological maturity, harvest readiness, or export eligibility. **Next step:** * Inspect the physical fruit sample to verify the nature and severity of the detected visual defect, and perform direct destructive laboratory testing if dry-matter content is required.
You
Run a new analysis: latitude -0.42, longitude 36.95, variety Hass, bloom date 2025-08-01 observed, analysis date 2026-01-15.
Joy
confirmation required · run_fruit_analysis
This starts a new deterministic analysis and writes a new scientific record. Confirm the inputs below before it runs.
{
"variety": "Hass",
"altitude": null,
"latitude": -0.42,
"longitude": 36.95,
"bloom_date": "2025-08-01",
"analysis_date": "2026-01-15",
"fruit_set_date": null,
"bloom_date_status": "Observed"
}You
Run a new analysis: latitude -0.42, longitude 36.95, variety Hass, bloom date 2025-08-01 observed, analysis date 2026-01-15.
Joy
You
Run a new analysis: latitude -0.42, longitude 36.95, variety Hass, bloom date 2025-08-01 observed, analysis date 2026-01-15.
Joy
You
Run a new analysis: latitude -0.42, longitude 36.95, variety Hass, bloom date 2025-08-01 observed, analysis date 2026-01-15.
Joy