AI Console

{
    "summary": "```json\n{\n  \"workflow\": \"plant_lookup\",\n  \"company_id\": 2,\n  \"company_name\": \"AgTrack Demo\",\n  \"status\": \"DRAFT \u2014 pending human review and approval in AgTrack\",\n  \"summary\": \"The following grow-stage targets represent compiled reference ranges for high-yield indoor azolla pond production. These values are drawn from published agronomic literature and common commercial practice. They are structured as draft inputs for review by your AgTrack agronomist or operations lead before being applied to any active lot configuration. Indoor pond environments allow tighter control over key variables, which is reflected in the narrower target bands below.\",\n  \"confidence\": 0.74,\n  \"recommendations\": {\n    \"grow_stages\": [\n      {\n        \"stage_id\": 1,\n        \"stage_name\": \"Inoculation & Establishment\",\n        \"duration_days_target\": \"2\u20134\",\n        \"inoculation_density_g_per_m2\": \"100\u2013150\",\n        \"water_temperature_c\": \"22\u201328\",\n        \"air_temperature_c\": \"20\u201330\",\n        \"light_hours_per_day\": \"12\u201314\",\n        \"light_intensity_lux\": \"10000\u201320000\",\n        \"water_pH_target\": \"6.5\u20137.0\",\n        \"water_depth_cm\": \"15\u201325\",\n        \"notes\": \"Minimize disturbance. Confirm inoculant is free of pathogens and competitor algae before introduction.\"\n      },\n      {\n        \"stage_id\": 2,\n        \"stage_name\": \"Exponential Growth\",\n        \"duration_days_target\": \"4\u20137\",\n        \"expected_doubling_time_days\": \"2\u20133\",\n        \"biomass_density_target_g_per_m2\": \"150\u2013400\",\n        \"water_temperature_c\": \"23\u201327\",\n        \"air_temperature_c\": \"22\u201330\",\n        \"light_hours_per_day\": \"14\u201316\",\n        \"light_intensity_lux\": \"15000\u201325000\",\n        \"water_pH_target\": \"6.5\u20137.2\",\n        \"nitrogen_input\": \"Minimal \u2014 rely on Anabaena azollae N-fixation; avoid excess NH4+\",\n        \"phosphorus_ppb_target\": \"100\u2013500\",\n        \"potassium_ppm_target\": \"2\u20135\",\n        \"CO2_enrichment\": \"Optional; 800\u20131200 ppm can accelerate growth indoors\",\n        \"notes\": \"Monitor frond coverage daily. Target 80\u201390% surface coverage before harvest thinning.\"\n      },\n      {\n        \"stage_id\": 3,\n        \"stage_name\": \"Canopy Management & Thinning\",\n        \"trigger\": \"Surface coverage \u2265 85% OR biomass density > 400 g\/m\u00b2\",\n        \"harvest_fraction_percent\": \"30\u201350\",\n        \"harvest_frequency_days\": \"3\u20135\",\n        \"retained_biomass_g_per_m2\": \"150\u2013200\",\n        \"water_temperature_c\": \"22\u201328\",\n        \"light_hours_per_day\": \"14\u201316\",\n        \"water_pH_target\": \"6.5\u20137.2\",\n        \"notes\": \"Partial harvest maintains exponential growth rate. Over-crowding suppresses light penetration and reduces N-fixation efficiency.\"\n      },\n      {\n        \"stage_id\": 4,\n        \"stage_name\": \"Steady-State Production\",\n        \"duration\": \"Ongoing \u2014 cycle maintained by regular thinning\",\n        \"target_yield_g_fresh_per_m2_per_day\": \"150\u2013250\",\n        \"target_protein_content_percent_dry_weight\": \"20\u201330\",\n        \"water_temperature_c\": \"23\u201327\",\n        \"air_temperature_c\": \"22\u201328\",\n        \"light_hours_per_day\": \"14\u201316\",\n        \"water_pH_target\": \"6.5\u20137.0\",\n        \"EC_uS_per_cm_target\": \"200\u2013600\",\n        \"dissolved_oxygen_mg_per_L\": \"5\u20138\",\n        \"water_exchange_percent_per_week\": \"10\u201320\",\n        \"notes\": \"Weekly water quality panels recommended. Maintain Azolla pinnata or A. filiculoides species purity checks monthly.\"\n      }\n    ],\n    \"nutrient_solution_draft\": {\n      \"phosphorus_ppb\": \"200\u2013400\",\n      \"potassium_ppm\": \"2\u20134\",\n      \"magnesium_ppm\": \"1\u20133\",\n      \"iron_ppb\": \"50\u2013200\",\n      \"molybdenum_ppb\": \"10\u201350\",\n      \"nitrogen_supplementation\": \"Avoid unless N-fixation is confirmed impaired; excess N suppresses symbiont activity\",\n      \"notes\": \"Nutrient targets assume functional Anabaena azollae symbiosis. Verify symbiont health if growth rate drops below 1.5\u00d7 doubling time.\"\n    },\n    \"environmental_controls_draft\": {\n      \"indoor_humidity_percent\": \"60\u201380\",\n      \"air_circulation\": \"Gentle \u2014 avoid direct high-velocity airflow over pond surface\",\n      \"pond_aeration\": \"Light surface agitation acceptable; avoid deep turbulence\",\n      \"pest_ipm_checkpoints\": \"Weekly visual inspection for aphids, mites, and fungal lesions\"\n    }\n  },\n  \"risks\": [\n    {\n      \"risk_id\": \"R01\",\n      \"severity\": \"HIGH\",\n      \"description\": \"Temperature exceedance above 35\u00b0C causes rapid frond death and symbiont loss. Indoor HVAC failure is a critical single point of failure.\",\n      \"mitigation\": \"Install redundant temperature alarms and define an emergency harvest protocol.\"\n    },\n    {\n      \"risk_id\": \"R02\",\n      \"severity\": \"HIGH\",\n      \"description\": \"Excess ammonium (NH4+ > 1 ppm) suppresses Anabaena azollae nitrogen fixation, reducing protein content and growth rate significantly.\",\n      \"mitigation\": \"Avoid nitrogen-rich water sources. Test source water before each fill cycle.\"\n    },\n    {\n      \"risk_id\": \"R03\",\n      \"severity\": \"MEDIUM\",\n      \"description\": \"pH drift above 7.5 or below 6.0 stresses fronds and can trigger algal competitor blooms.\",\n      \"mitigation\": \"Daily pH monitoring during exponential stage; automated dosing systems preferred.\"\n    },\n    {\n      \"risk_id\": \"R04\",\n      \"severity\": \"MEDIUM\",\n      \"description\": \"Over-harvesting below 100 g\/m\u00b2 retained biomass can collapse the culture and require full re-inoculation.\",\n      \"mitigation\": \"Set hard floor alerts in AgTrack biomass tracking module.\"\n    },\n    {\n      \"risk_id\": \"R05\",\n      \"severity\": \"MEDIUM\",\n      \"description\": \"Species contamination or genetic drift over successive cycles can reduce yield predictability.\",\n      \"mitigation\": \"Maintain a certified stock culture separate from production ponds. Refresh production inoculant from stock every 60\u201390 days.\"\n    },\n    {\n      \"risk_id\": \"R06\",\n      \"severity\": \"LOW\",\n      \"description\": \"Light intensity targets assume uniform distribution. Hot spots or shadowed zones"
}

{
    "summary": "```json\n{\n  \"workflow\": \"plant_lookup\",\n  \"status\": \"draft\",\n  \"company_id\": 2,\n  \"company_slug\": \"agtrack-demo\",\n  \"crop_type\": \"azolla\",\n  \"summary\": \"Azolla is a free-floating aquatic fern commonly cultivated for biofertilizer, animal feed supplement, and water remediation. It fixes atmospheric nitrogen via symbiotic Anabaena azollae cyanobacteria. Growth is rapid under optimal conditions (doubling time 2\u20135 days). This draft covers general grow-stage guidance pending site-specific data input.\",\n  \"confidence\": 0.72,\n  \"recommendations\": {\n    \"grow_stages\": [\n      {\n        \"stage\": \"Inoculation\",\n        \"duration_days\": \"1\u20133\",\n        \"water_temp_c\": \"20\u201328\",\n        \"ph_range\": \"5.5\u20137.0\",\n        \"action\": \"Introduce starter culture at ~200 g\/m\u00b2. Ensure shallow water depth (5\u201315 cm).\"\n      },\n      {\n        \"stage\": \"Establishment\",\n        \"duration_days\": \"4\u201310\",\n        \"water_temp_c\": \"20\u201328\",\n        \"ph_range\": \"5.5\u20137.0\",\n        \"action\": \"Monitor for full surface coverage. Apply phosphorus supplement (superphosphate ~10 kg\/ha) if growth is slow. Maintain partial shade if temps exceed 30\u00b0C.\"\n      },\n      {\n        \"stage\": \"Exponential Growth\",\n        \"duration_days\": \"11\u201320\",\n        \"water_temp_c\": \"18\u201326\",\n        \"ph_range\": \"6.0\u20137.0\",\n        \"action\": \"Harvest 50% of biomass every 5\u20137 days to prevent overcrowding and maintain doubling rate. Track nitrogen fixation indicators.\"\n      },\n      {\n        \"stage\": \"Harvest \/ Incorporation\",\n        \"duration_days\": \"21+\",\n        \"water_temp_c\": \"any operational\",\n        \"ph_range\": \"N\/A\",\n        \"action\": \"Collect biomass for intended use (green manure, feed, compost). Allow partial mat to remain as re-inoculant.\"\n      }\n    ],\n    \"nutrient_inputs\": {\n      \"phosphorus_kg_per_ha\": \"10\u201320\",\n      \"nitrogen_external\": \"Not required \u2014 fixed biologically\",\n      \"micronutrients\": \"Molybdenum and iron supplementation may improve N-fixation efficiency\"\n    },\n    \"water_management\": {\n      \"depth_cm\": \"5\u201315\",\n      \"salinity_ppt_max\": 2,\n      \"turbidity\": \"Low preferred\"\n    },\n    \"light\": {\n      \"optimal_lux\": \"10000\u201335000\",\n      \"note\": \"Shade cloth recommended above 35\u00b0C ambient to prevent frond damage\"\n    }\n  },\n  \"risks\": [\n    {\n      \"risk\": \"Temperature stress\",\n      \"detail\": \"Growth halts below 5\u00b0C and above 35\u00b0C. Fronds bleach and die rapidly above 40\u00b0C.\",\n      \"severity\": \"high\"\n    },\n    {\n      \"risk\": \"Overcrowding \/ self-shading\",\n      \"detail\": \"Dense mats reduce light penetration, suppress N-fixation, and accelerate decomposition.\",\n      \"severity\": \"medium\"\n    },\n    {\n      \"risk\": \"Pest and pathogen pressure\",\n      \"detail\": \"Susceptible to Azolla weevil (Stenopelmus rufinasus) and fungal infections under humid, stagnant conditions.\",\n      \"severity\": \"medium\"\n    },\n    {\n      \"risk\": \"Phosphorus limitation\",\n      \"detail\": \"Without adequate P, growth rate drops significantly despite sufficient N-fixation capacity.\",\n      \"severity\": \"medium\"\n    },\n    {\n      \"risk\": \"Invasive spread\",\n      \"detail\": \"Azolla can escape cultivation and become an invasive aquatic weed. Containment protocols required.\",\n      \"severity\": \"high\"\n    },\n    {\n      \"risk\": \"Water quality degradation\",\n      \"detail\": \"Decomposing biomass can cause hypoxia in enclosed water bodies if not harvested promptly.\",\n      \"severity\": \"medium\"\n    }\n  ],\n  \"approval_notes\": [\n    \"Verify that water temperature and pH sensor data from the specific grow site are integrated before applying stage durations.\",\n    \"Confirm phosphorus input rates against local soil\/water test results \u2014 draft values are generic.\",\n    \"Review invasive species regulations applicable to the operation's jurisdiction before scaling.\",\n    \"Validate harvest schedule against intended end-use (feed vs. green manure vs. bioremediation) as timing and biomass quality differ.\",\n    \"Confidence score (0.72) reflects absence of site-specific context data in this request \u2014 rerun with field sensor context for higher confidence.\",\n    \"All values are DRAFT. No recommendations are active until reviewed and approved within AgTrack by an authorized agronomist or operator.\"\n  ]\n}\n```"
}

Waiting for the AI runtime or human review.

Waiting for the AI runtime or human review.

Waiting for the AI runtime or human review.

Waiting for the AI runtime or human review.

{
    "summary": "Seeded draft AI run for review workflow smoke testing.",
    "confidence": 0.82,
    "recommendations": [
        "review water pH, lux, PPFD, harvest density, and EC\/TDS targets"
    ]
}