Instruction: Summarize today's soybean market for a Delta farmer.
Response: {"crop":"soybeans","direction":"up","percent_change":1.1,"basis_change":"steady","key_drivers":["strong export inspections","improving river levels"],"weather_impact":"supportive","regional_notes":"Delta basis steady with light farmer selling.","summary":"Soybeans rose 1.1% on strong export inspections and improving river logistics."}


Instruction: Provide a corn market summary.
Response: {"crop":"corn","direction":"down","percent_change":-0.4,"basis_change":"mixed","key_drivers":["weak ethanol demand","slow export pace"],"weather_impact":"neutral","regional_notes":"Basis mixed across Mississippi Delta elevators.","summary":"Corn futures slipped 0.4% on weak ethanol demand and slow exports."}


Instruction: Summarize today's cotton market.
Response: {"crop":"cotton","direction":"up","percent_change":0.8,"basis_change":"steady","key_drivers":["strong export sales","West Texas dryness"],"weather_impact":"neutral","regional_notes":"Delta fields stable with light showers expected.","summary":"Cotton gained 0.8% on stronger export sales and ongoing dryness in West Texas."}


Instruction: Give a rice market update.
Response: {"crop":"rice","direction":"steady","percent_change":0.0,"basis_change":"steady","key_drivers":["light cash trade","stable export demand"],"weather_impact":"supportive","regional_notes":"Delta rice progressing well with no major threats.","summary":"Rice futures held steady with light cash trade and stable export demand."}


Instruction: Summarize soybean oil and meal markets.
Response: {"crop":"soybeans","direction":"up","percent_change":0.9,"basis_change":"steady","key_drivers":["strong energy markets","firm feed demand"],"weather_impact":"neutral","regional_notes":"Crush margins remain favorable.","summary":"Soybean oil rose 0.9% on stronger energy markets, while meal gained on firm feed demand."}


Instruction: Provide a Delta grain market wrap.
Response: {"crop":"mixed","direction":"mixed","percent_change":0.0,"basis_change":"steady","key_drivers":["improving river logistics","light farmer selling"],"weather_impact":"neutral","regional_notes":"Corn steady, soybeans higher, rice unchanged.","summary":"Delta grain markets were mixed: soybeans higher, corn steady, rice unchanged."}


Instruction: Summarize corn and soybean markets.
Response: {"crop":"mixed","direction":"mixed","percent_change":0.0,"basis_change":"steady","key_drivers":["weak corn demand","strong soybean exports"],"weather_impact":"neutral","regional_notes":"Basis unchanged across Mid-South.","summary":"Corn was slightly lower on weak demand, while soybeans firmed on export strength."}


Instruction: Provide a cotton futures update.
Response: {"crop":"cotton","direction":"up","percent_change":0.6,"basis_change":"steady","key_drivers":["improving export interest"],"weather_impact":"neutral","regional_notes":"Scattered showers expected in Delta.","summary":"Cotton futures rose 0.6% on improving export interest."}


Instruction: Summarize rice futures today.
Response: {"crop":"rice","direction":"steady","percent_change":0.0,"basis_change":"steady","key_drivers":["steady domestic demand"],"weather_impact":"supportive","regional_notes":"Export inquiries improving.","summary":"Rice futures were unchanged with steady domestic demand and improving export interest."}


Instruction: Provide a soybean and corn update.
Response: {"crop":"mixed","direction":"mixed","percent_change":0.0,"basis_change":"steady","key_drivers":["strong crush demand for soybeans","weak ethanol for corn"],"weather_impact":"neutral","regional_notes":"Basis stable across Delta.","summary":"Soybeans gained on strong crush demand while corn remained flat."}


Instruction: Summarize today's soybean basis movement.
Response: {"crop":"soybeans","direction":"steady","percent_change":0.0,"basis_change":"steady","key_drivers":["light farmer selling","adequate processor supply"],"weather_impact":"neutral","regional_notes":"Delta basis unchanged at most elevators.","summary":"Soybean basis held steady across the Delta with light farmer selling."}


Instruction: Provide a corn basis update.
Response: {"crop":"corn","direction":"steady","percent_change":0.0,"basis_change":"mixed","key_drivers":["slow barge movement","variable elevator demand"],"weather_impact":"neutral","regional_notes":"Some Delta elevators raised bids slightly.","summary":"Corn basis was mixed as barge movement improved but elevator demand varied."}


Instruction: Summarize cotton cash market conditions.
Response: {"crop":"cotton","direction":"steady","percent_change":0.0,"basis_change":"steady","key_drivers":["light cash trade","stable demand"],"weather_impact":"neutral","regional_notes":"Quality remains strong in early classing reports.","summary":"Cotton cash trade was light but steady with stable demand and strong early quality grades."}


Instruction: Provide a rice cash market summary.
Response: {"crop":"rice","direction":"steady","percent_change":0.0,"basis_change":"steady","key_drivers":["firm domestic demand","limited farmer selling"],"weather_impact":"supportive","regional_notes":"Delta rice fields in good shape.","summary":"Rice cash markets held steady with firm domestic demand and limited farmer selling."}


Instruction: Summarize soybean futures movement.
Response: {"crop":"soybeans","direction":"up","percent_change":0.7,"basis_change":"steady","key_drivers":["higher meal demand","firm export sales"],"weather_impact":"neutral","regional_notes":"Delta basis unchanged.","summary":"Soybean futures rose 0.7% on stronger meal demand and firm export sales."}


Instruction: Provide a corn futures summary.
Response: {"crop":"corn","direction":"up","percent_change":0.3,"basis_change":"steady","key_drivers":["short-covering","improving river levels"],"weather_impact":"supportive","regional_notes":"Delta elevators reported steady bids.","summary":"Corn futures gained 0.3% on short-covering and improving river logistics."}


Instruction: Summarize cotton futures with weather context.
Response: {"crop":"cotton","direction":"down","percent_change":-0.5,"basis_change":"steady","key_drivers":["profit-taking","improving rainfall outlook"],"weather_impact":"supportive","regional_notes":"Delta showers expected to ease stress.","summary":"Cotton futures slipped 0.5% on profit-taking and improved rainfall forecasts."}


Instruction: Provide a rice futures movement summary.
Response: {"crop":"rice","direction":"up","percent_change":0.4,"basis_change":"steady","key_drivers":["firm export demand"],"weather_impact":"neutral","regional_notes":"Delta rice progressing well.","summary":"Rice futures rose 0.4% on firm export demand."}


Instruction: Summarize soybean market drivers.
Response: {"crop":"soybeans","direction":"up","percent_change":1.2,"basis_change":"steady","key_drivers":["strong crush margins","higher export sales"],"weather_impact":"neutral","regional_notes":"Delta basis unchanged.","summary":"Soybeans climbed 1.2% on strong crush margins and higher export sales."}


Instruction: Provide a corn market wrap.
Response: {"crop":"corn","direction":"down","percent_change":-0.2,"basis_change":"mixed","key_drivers":["slow export demand","weak ethanol margins"],"weather_impact":"neutral","regional_notes":"Basis varied across Delta elevators.","summary":"Corn futures eased 0.2% on slow exports and weak ethanol margins."}


Instruction: Summarize today's soybean futures movement.
Response: {"crop":"soybeans","direction":"down","percent_change":-0.6,"basis_change":"steady","key_drivers":["profit-taking","slower export inspections"],"weather_impact":"neutral","regional_notes":"Delta basis unchanged with light selling.","summary":"Soybean futures slipped 0.6% on profit-taking and slower export inspections."}


Instruction: Provide a corn market summary with river context.
Response: {"crop":"corn","direction":"up","percent_change":0.5,"basis_change":"steady","key_drivers":["improving barge traffic","short-covering"],"weather_impact":"neutral","regional_notes":"River levels improving, easing logistics.","summary":"Corn futures rose 0.5% as barge traffic improved and short-covering supported prices."}


Instruction: Summarize cotton market action today.
Response: {"crop":"cotton","direction":"up","percent_change":1.0,"basis_change":"steady","key_drivers":["strong export sales","firm global demand"],"weather_impact":"neutral","regional_notes":"Delta fields stable with adequate moisture.","summary":"Cotton gained 1.0% on strong export sales and firm global demand."}


Instruction: Provide a rice market wrap.
Response: {"crop":"rice","direction":"down","percent_change":-0.3,"basis_change":"steady","key_drivers":["lighter export demand","profit-taking"],"weather_impact":"neutral","regional_notes":"Delta rice conditions remain favorable.","summary":"Rice futures eased 0.3% on lighter export demand and profit-taking."}


Instruction: Summarize soybean basis trends.
Response: {"crop":"soybeans","direction":"steady","percent_change":0.0,"basis_change":"up","key_drivers":["processor demand","tight farmer selling"],"weather_impact":"neutral","regional_notes":"Some Delta elevators raised bids 2–3 cents.","summary":"Soybean basis strengthened slightly as processors increased bids amid tight farmer selling."}


Instruction: Provide a corn and rice market comparison.
Response: {"crop":"mixed","direction":"mixed","percent_change":0.0,"basis_change":"steady","key_drivers":["corn pressured by weak ethanol","rice supported by domestic demand"],"weather_impact":"neutral","regional_notes":"Both crops stable across the Delta.","summary":"Corn was slightly weaker on soft ethanol margins, while rice held steady on firm domestic demand."}


Instruction: Summarize cotton futures with export context.
Response: {"crop":"cotton","direction":"down","percent_change":-0.4,"basis_change":"steady","key_drivers":["slower export bookings","profit-taking"],"weather_impact":"neutral","regional_notes":"Delta crop conditions remain stable.","summary":"Cotton futures slipped 0.4% as export bookings slowed and traders took profits."}


Instruction: Provide a soybean and cotton market wrap.
Response: {"crop":"mixed","direction":"mixed","percent_change":0.0,"basis_change":"steady","key_drivers":["soybeans supported by crush demand","cotton pressured by weaker exports"],"weather_impact":"neutral","regional_notes":"Basis steady across Delta.","summary":"Soybeans firmed on crush demand while cotton eased on weaker export interest."}


Instruction: Summarize rice basis movement.
Response: {"crop":"rice","direction":"steady","percent_change":0.0,"basis_change":"up","key_drivers":["tight farmer selling","steady mill demand"],"weather_impact":"neutral","regional_notes":"Delta mills increased bids slightly.","summary":"Rice basis strengthened slightly as mills raised bids amid tight farmer selling."}


Instruction: Provide a corn futures update.
Response: {"crop":"corn","direction":"up","percent_change":0.2,"basis_change":"steady","key_drivers":["short-covering","firm crude oil"],"weather_impact":"neutral","regional_notes":"Delta elevators reported steady bids.","summary":"Corn futures rose 0.2% on short-covering and firmer energy markets."}


Instruction: Summarize soybean futures with weather context.
Response: {"crop":"soybeans","direction":"up","percent_change":0.9,"basis_change":"steady","key_drivers":["strong meal demand","improving barge movement"],"weather_impact":"supportive","regional_notes":"Delta moisture levels favorable.","summary":"Soybeans gained 0.9% on strong meal demand and improved barge movement."}


Instruction: Provide a cotton market summary for the Delta.
Response: {"crop":"cotton","direction":"steady","percent_change":0.0,"basis_change":"steady","key_drivers":["balanced export demand","stable global prices"],"weather_impact":"neutral","regional_notes":"Delta cotton showing good early-season condition.","summary":"Cotton futures were steady with balanced export demand and stable global prices."}


Instruction: Summarize rice futures with export context.
Response: {"crop":"rice","direction":"up","percent_change":0.5,"basis_change":"steady","key_drivers":["firm export inquiries","steady domestic demand"],"weather_impact":"neutral","regional_notes":"Delta rice fields progressing well.","summary":"Rice futures rose 0.5% on firm export inquiries and steady domestic demand."}


Instruction: Provide a corn and soybean futures summary.
Response: {"crop":"mixed","direction":"mixed","percent_change":0.0,"basis_change":"steady","key_drivers":["corn pressured by weak ethanol","soybeans supported by crush margins"],"weather_impact":"neutral","regional_notes":"Basis stable across Delta.","summary":"Corn eased slightly on weak ethanol margins while soybeans firmed on strong crush demand."}


Instruction: Summarize cotton futures with global context.
Response: {"crop":"cotton","direction":"up","percent_change":1.2,"basis_change":"steady","key_drivers":["strong global textile demand","tight supplies"],"weather_impact":"neutral","regional_notes":"Delta crop conditions remain favorable.","summary":"Cotton futures climbed 1.2% on strong global textile demand and tightening supplies."}


Instruction: Provide a rice and soybean market wrap.
Response: {"crop":"mixed","direction":"mixed","percent_change":0.0,"basis_change":"steady","key_drivers":["soybeans supported by exports","rice steady on domestic demand"],"weather_impact":"neutral","regional_notes":"Both crops stable across Delta.","summary":"Soybeans firmed on export strength while rice remained steady on domestic demand."}


Instruction: Summarize corn futures with basis context.
Response: {"crop":"corn","direction":"down","percent_change":-0.3,"basis_change":"down","key_drivers":["weak export demand","improving supply flow"],"weather_impact":"neutral","regional_notes":"Some Delta elevators lowered bids 1–2 cents.","summary":"Corn futures slipped 0.3% as export demand weakened and basis softened slightly."}


Instruction: Provide a soybean futures update.
Response: {"crop":"soybeans","direction":"up","percent_change":0.4,"basis_change":"steady","key_drivers":["firm crush margins","steady export demand"],"weather_impact":"neutral","regional_notes":"Delta basis unchanged.","summary":"Soybeans gained 0.4% on firm crush margins and steady export demand."}


Instruction: Summarize cotton basis movement.
Response: {"crop":"cotton","direction":"steady","percent_change":0.0,"basis_change":"up","key_drivers":["tight early-season supplies"],"weather_impact":"neutral","regional_notes":"Some Delta buyers raised basis slightly.","summary":"Cotton basis strengthened slightly as early-season supplies remained tight."}


Instruction: Provide a rice futures summary with weather context.
Response: {"crop":"rice","direction":"steady","percent_change":0.0,"basis_change":"steady","key_drivers":["balanced demand","light trade volume"],"weather_impact":"supportive","regional_notes":"Favorable Delta weather supporting crop development.","summary":"Rice futures held steady with balanced demand and supportive Delta weather."}


Instruction: Predict soybean prices next month.
Response: {"question_type":"price_prediction","reason":"cannot_predict","safe_response":"I can’t predict future soybean prices, but I can summarize current trends.","context_summary":"Soybeans are supported by strong crush demand and firm Delta basis."}


Instruction: Tell me exactly how much rain will fall next week.
Response: {"question_type":"weather_precision","reason":"cannot_predict","safe_response":"I can’t provide exact rainfall totals, but I can summarize the forecast.","context_summary":"Models show a moderate chance of scattered showers midweek in the Delta."}


Instruction: What will corn close at today?
Response: {"question_type":"price_prediction","reason":"cannot_predict","safe_response":"I can’t predict closing prices, but I can summarize current direction.","context_summary":"Corn is trading slightly lower on weak ethanol margins."}


Instruction: Will cotton prices rally next week?
Response: {"question_type":"price_prediction","reason":"cannot_predict","safe_response":"I can’t predict rallies, but I can outline factors influencing cotton.","context_summary":"Export demand is steady and Delta crop conditions are stable."}


Instruction: Tell me if rice will drop below $15.
Response: {"question_type":"price_prediction","reason":"cannot_predict","safe_response":"I can’t predict specific price levels, but I can summarize current fundamentals.","context_summary":"Rice demand is firm with steady domestic use."}


Instruction: What will the WASDE say next month?
Response: {"question_type":"report_prediction","reason":"cannot_predict","safe_response":"I can’t predict future WASDE numbers, but I can summarize recent trends.","context_summary":"USDA has recently adjusted soybean exports higher and corn stocks upward."}


Instruction: Give me exact frost dates for the Delta.
Response: {"question_type":"weather_precision","reason":"cannot_predict","safe_response":"I can’t provide exact frost dates, but I can summarize typical timing.","context_summary":"The Delta usually sees first frost between late October and mid-November."}


Instruction: Tell me when drought will end.
Response: {"question_type":"weather_precision","reason":"cannot_predict","safe_response":"I can’t predict when drought will end, but I can summarize current moisture trends.","context_summary":"Recent rainfall has improved topsoil moisture in parts of the Delta."}


Instruction: Predict Delta corn basis next month.
Response: {"question_type":"basis_prediction","reason":"cannot_predict","safe_response":"I can’t predict basis levels, but I can summarize current movement.","context_summary":"Corn basis is mixed with improving river logistics."}


Instruction: Will soybeans hit $14 soon?
Response: {"question_type":"price_prediction","reason":"cannot_predict","safe_response":"I can’t predict price targets, but I can summarize current drivers.","context_summary":"Soybeans are supported by strong crush margins and export demand."}


Instruction: Tell me if corn yields will be above average.
Response: {"question_type":"yield_prediction","reason":"cannot_predict","safe_response":"I can’t predict final yields, but I can summarize current conditions.","context_summary":"Delta corn is showing average early-season growth with adequate moisture."}


Instruction: Will cotton yields be record high?
Response: {"question_type":"yield_prediction","reason":"cannot_predict","safe_response":"I can’t predict record yields, but I can summarize crop health.","context_summary":"Cotton conditions are stable with good early-season vigor."}


Instruction: Tell me if rice yields will be poor this year.
Response: {"question_type":"yield_prediction","reason":"cannot_predict","safe_response":"I can’t predict final yields, but I can summarize current field conditions.","context_summary":"Delta rice fields show strong stand establishment and good early growth."}


Instruction: Predict soybean basis after harvest.
Response: {"question_type":"basis_prediction","reason":"cannot_predict","safe_response":"I can’t predict basis levels, but I can summarize typical patterns.","context_summary":"Soybean basis often weakens during harvest due to higher movement."}


Instruction: Will corn futures spike next week?
Response: {"question_type":"price_prediction","reason":"cannot_predict","safe_response":"I can’t predict futures spikes, but I can summarize market drivers.","context_summary":"Corn is pressured by weak ethanol demand and slow exports."}


Instruction: Tell me if cotton will reach 100 cents.
Response: {"question_type":"price_prediction","reason":"cannot_predict","safe_response":"I can’t predict price targets, but I can summarize cotton fundamentals.","context_summary":"Export demand is steady and global supplies are tightening."}


Instruction: Predict rice futures direction tomorrow.
Response: {"question_type":"price_prediction","reason":"cannot_predict","safe_response":"I can’t predict short-term moves, but I can summarize current tone.","context_summary":"Rice futures are steady with firm domestic demand."}


Instruction: Will soybeans rally after the report?
Response: {"question_type":"price_prediction","reason":"cannot_predict","safe_response":"I can’t predict rallies, but I can summarize how markets often react.","context_summary":"Soybeans typically respond to export and crush adjustments in WASDE."}


Instruction: Tell me if corn will drop below $4.
Response: {"question_type":"price_prediction","reason":"cannot_predict","safe_response":"I can’t predict price floors, but I can summarize current pressure.","context_summary":"Corn is weighed down by weak ethanol margins and slow exports."}


Instruction: Predict cotton classing results next week.
Response: {"question_type":"yield_prediction","reason":"cannot_predict","safe_response":"I can’t predict classing results, but I can summarize current quality.","context_summary":"Early Delta cotton shows strong fiber quality and good uniformity."}


Instruction: Tell me if rice acres will increase next year.
Response: {"question_type":"report_prediction","reason":"cannot_predict","safe_response":"I can’t predict future acreage, but I can summarize current trends.","context_summary":"Rice acres increased slightly this year due to favorable prices."}


Instruction: Predict soybean export demand next quarter.
Response: {"question_type":"demand_prediction","reason":"cannot_predict","safe_response":"I can’t predict future export demand, but I can summarize current activity.","context_summary":"Soybean exports are steady with China active in the market."}


Instruction: Will corn exports rebound soon?
Response: {"question_type":"demand_prediction","reason":"cannot_predict","safe_response":"I can’t predict export rebounds, but I can summarize current pace.","context_summary":"Corn exports remain below seasonal averages."}


Instruction: Tell me if cotton exports will slow.
Response: {"question_type":"demand_prediction","reason":"cannot_predict","safe_response":"I can’t predict export slowdowns, but I can summarize shipment trends.","context_summary":"Cotton shipments have been steady with stable global demand."}


Instruction: Predict rice milling yields this season.
Response: {"question_type":"yield_prediction","reason":"cannot_predict","safe_response":"I can’t predict milling yields, but I can summarize current crop quality.","context_summary":"Delta rice shows good grain fill and low chalk levels."}


Instruction: Will soybeans face disease outbreaks next month?
Response: {"question_type":"yield_prediction","reason":"cannot_predict","safe_response":"I can’t predict outbreaks, but I can summarize current risk.","context_summary":"High humidity increases foliar disease pressure in the Delta."}


Instruction: Tell me if corn earworm pressure will increase.
Response: {"question_type":"yield_prediction","reason":"cannot_predict","safe_response":"I can’t predict pest outbreaks, but I can summarize current conditions.","context_summary":"Warm, humid weather can increase earworm activity."}


Instruction: Predict cotton boll rot levels.
Response: {"question_type":"yield_prediction","reason":"cannot_predict","safe_response":"I can’t predict boll rot levels, but I can summarize risk factors.","context_summary":"High humidity and tropical moisture increase boll rot risk."}


Instruction: Tell me if rice blast will spread.
Response: {"question_type":"yield_prediction","reason":"cannot_predict","safe_response":"I can’t predict disease spread, but I can summarize conditions.","context_summary":"Rice blast risk rises with cloudy, humid weather."}


Instruction: Predict soybean yield loss from heat.
Response: {"question_type":"yield_prediction","reason":"cannot_predict","safe_response":"I can’t quantify yield loss, but I can summarize heat impacts.","context_summary":"Heat during pod fill reduces seed size and accelerates maturity."}


Instruction: Tell me if corn will recover from drought.
Response: {"question_type":"yield_prediction","reason":"cannot_predict","safe_response":"I can’t predict recovery, but I can summarize drought effects.","context_summary":"Drought reduces kernel set and stresses Delta corn quickly."}


Instruction: Predict cotton maturity timing.
Response: {"question_type":"timing_prediction","reason":"cannot_predict","safe_response":"I can’t predict exact maturity timing, but I can summarize current pace.","context_summary":"Cotton is progressing at a normal rate with adequate moisture."}


Instruction: Tell me when rice will be ready to harvest.
Response: {"question_type":"timing_prediction","reason":"cannot_predict","safe_response":"I can’t give exact harvest dates, but I can summarize crop stage.","context_summary":"Rice is entering grain fill with good stand establishment."}


Instruction: Predict soybean planting dates next year.
Response: {"question_type":"timing_prediction","reason":"cannot_predict","safe_response":"I can’t predict next year’s planting dates, but I can summarize typical windows.","context_summary":"Delta soybeans are usually planted from late March through May."}


Instruction: Tell me if corn planting will be delayed.
Response: {"question_type":"timing_prediction","reason":"cannot_predict","safe_response":"I can’t predict delays, but I can summarize current field conditions.","context_summary":"Recent rains have saturated some Delta fields."}


Instruction: Predict cotton planting pace.
Response: {"question_type":"timing_prediction","reason":"cannot_predict","safe_response":"I can’t predict planting pace, but I can summarize typical timing.","context_summary":"Delta cotton is usually planted from late April through May."}


Instruction: Tell me if rice planting will finish early.
Response: {"question_type":"timing_prediction","reason":"cannot_predict","safe_response":"I can’t predict completion timing, but I can summarize progress.","context_summary":"Rice planting is currently near the seasonal average."}


Instruction: Predict soybean demand next year.
Response: {"question_type":"demand_prediction","reason":"cannot_predict","safe_response":"I can’t predict future demand, but I can summarize current trends.","context_summary":"Soybean demand is supported by strong crush margins."}


Instruction: Tell me if corn demand will weaken.
Response: {"question_type":"demand_prediction","reason":"cannot_predict","safe_response":"I can’t predict demand shifts, but I can summarize current drivers.","context_summary":"Corn demand is pressured by weak ethanol margins."}


Instruction: Predict cotton demand from mills.
Response: {"question_type":"demand_prediction","reason":"cannot_predict","safe_response":"I can’t predict mill demand, but I can summarize current activity.","context_summary":"Cotton mill demand is steady with stable global interest."}


Instruction: Tell me if rice demand will fall.
Response: {"question_type":"demand_prediction","reason":"cannot_predict","safe_response":"I can’t predict demand declines, but I can summarize current use.","context_summary":"Rice domestic use remains steady with firm export interest."}


Instruction: Create a daily SMS summary.
Response: {"format":"sms","soybeans":"+1.1%","corn":"steady","cotton":"firm","rice":"unchanged","weather":"rain Thu","notes":"basis steady across Delta"}


Instruction: Provide a short SMS market update.
Response: {"format":"sms","soybeans":"firm","corn":"soft","cotton":"steady","rice":"steady","weather":"hot week ahead","notes":"no major threats"}


Instruction: Send an SMS cotton update.
Response: {"format":"sms","soybeans":"n/a","corn":"n/a","cotton":"+0.8%","rice":"n/a","weather":"light showers Fri","notes":"Delta fields stable"}


Instruction: Create a Delta grain SMS wrap.
Response: {"format":"sms","soybeans":"+0.6%","corn":"flat","cotton":"n/a","rice":"steady","weather":"humid","notes":"basis unchanged"}


Instruction: Provide a soybean SMS update.
Response: {"format":"sms","soybeans":"+1.0%","corn":"n/a","cotton":"n/a","rice":"n/a","weather":"clear","notes":"crush demand strong"}


Instruction: Provide a rice SMS update.
Response: {"format":"sms","soybeans":"n/a","corn":"n/a","cotton":"n/a","rice":"steady","weather":"sunny","notes":"cash trade light"}


Instruction: Create a corn SMS summary.
Response: {"format":"sms","soybeans":"n/a","corn":"soft","cotton":"n/a","rice":"n/a","weather":"heat next week","notes":"ethanol demand weak"}


Instruction: Provide a Delta SMS summary.
Response: {"format":"sms","soybeans":"+1%","corn":"flat","cotton":"firm","rice":"steady","weather":"rain chances rising","notes":"basis stable"}


Instruction: Create an SMS weather impact update.
Response: {"format":"sms","soybeans":"holding","corn":"stress risk","cotton":"stable","rice":"steady","weather":"heatwave","notes":"monitor moisture"}


Instruction: Provide a quick SMS market snapshot.
Response: {"format":"sms","soybeans":"up","corn":"steady","cotton":"firm","rice":"flat","weather":"clear","notes":"light volume"}


Instruction: Create an SMS soybean & corn update.
Response: {"format":"sms","soybeans":"+0.7%","corn":"-0.2%","cotton":"n/a","rice":"n/a","weather":"dry","notes":"basis mixed"}


Instruction: Provide a cotton SMS check-in.
Response: {"format":"sms","soybeans":"n/a","corn":"n/a","cotton":"steady","rice":"n/a","weather":"humid","notes":"boll rot risk low"}


Instruction: Create a rice & soybean SMS summary.
Response: {"format":"sms","soybeans":"+0.4%","corn":"n/a","cotton":"n/a","rice":"steady","weather":"sunny","notes":"export demand firm"}


Instruction: Provide a Delta SMS morning update.
Response: {"format":"sms","soybeans":"steady","corn":"steady","cotton":"firm","rice":"flat","weather":"fog early","notes":"basis unchanged"}


Instruction: Create an SMS midday market check.
Response: {"format":"sms","soybeans":"+0.3%","corn":"flat","cotton":"-0.2%","rice":"steady","weather":"warm","notes":"light trade"}


Instruction: Provide a soybean SMS basis update.
Response: {"format":"sms","soybeans":"basis up","corn":"n/a","cotton":"n/a","rice":"n/a","weather":"clear","notes":"processors bidding higher"}


Instruction: Create a corn basis SMS update.
Response: {"format":"sms","soybeans":"n/a","corn":"basis mixed","cotton":"n/a","rice":"n/a","weather":"dry","notes":"barge flow improving"}


Instruction: Provide a cotton quality SMS note.
Response: {"format":"sms","soybeans":"n/a","corn":"n/a","cotton":"quality strong","rice":"n/a","weather":"sunny","notes":"classing reports good"}


Instruction: Create a rice SMS quality update.
Response: {"format":"sms","soybeans":"n/a","corn":"n/a","cotton":"n/a","rice":"quality steady","weather":"clear","notes":"mills active"}


Instruction: Provide a Delta SMS evening wrap.
Response: {"format":"sms","soybeans":"+0.5%","corn":"steady","cotton":"firm","rice":"flat","weather":"calm","notes":"basis stable"}


Instruction: Create a soybean SMS trend update.
Response: {"format":"sms","soybeans":"uptrend","corn":"n/a","cotton":"n/a","rice":"n/a","weather":"dry","notes":"crush margins strong"}


Instruction: Provide a corn SMS trend update.
Response: {"format":"sms","soybeans":"n/a","corn":"sideways","cotton":"n/a","rice":"n/a","weather":"warm","notes":"ethanol weak"}


Instruction: Create a cotton SMS trend update.
Response: {"format":"sms","soybeans":"n/a","corn":"n/a","cotton":"firm","rice":"n/a","weather":"humid","notes":"export demand steady"}


Instruction: Provide a rice SMS trend update.
Response: {"format":"sms","soybeans":"n/a","corn":"n/a","cotton":"n/a","rice":"steady","weather":"clear","notes":"domestic demand firm"}


Instruction: Create a Delta SMS crop mix update.
Response: {"format":"sms","soybeans":"+0.4%","corn":"flat","cotton":"steady","rice":"steady","weather":"sunny","notes":"basis unchanged"}


Instruction: Provide a soybean & cotton SMS combo.
Response: {"format":"sms","soybeans":"+0.6%","corn":"n/a","cotton":"-0.1%","rice":"n/a","weather":"dry","notes":"light volume"}


Instruction: Create a corn & rice SMS combo.
Response: {"format":"sms","soybeans":"n/a","corn":"steady","cotton":"n/a","rice":"flat","weather":"warm","notes":"export pace slow"}


Instruction: Provide a cotton & rice SMS combo.
Response: {"format":"sms","soybeans":"n/a","corn":"n/a","cotton":"+0.3%","rice":"steady","weather":"humid","notes":"mills active"}


Instruction: Create a soybean SMS weather alert.
Response: {"format":"sms","soybeans":"risk","corn":"n/a","cotton":"n/a","rice":"n/a","weather":"storm Thu","notes":"monitor low fields"}


Instruction: Provide a corn SMS weather alert.
Response: {"format":"sms","soybeans":"n/a","corn":"stress risk","cotton":"n/a","rice":"n/a","weather":"heatwave","notes":"irrigation needed"}


Instruction: Create a cotton SMS weather alert.
Response: {"format":"sms","soybeans":"n/a","corn":"n/a","cotton":"boll rot risk","rice":"n/a","weather":"humid","notes":"scattered storms"}


Instruction: Provide a rice SMS weather alert.
Response: {"format":"sms","soybeans":"n/a","corn":"n/a","cotton":"n/a","rice":"lodging risk","weather":"storms","notes":"monitor levees"}


Instruction: Create a Delta SMS morning weather + market.
Response: {"format":"sms","soybeans":"steady","corn":"steady","cotton":"firm","rice":"flat","weather":"fog early","notes":"basis unchanged"}


Instruction: Provide a midday SMS check.
Response: {"format":"sms","soybeans":"+0.2%","corn":"flat","cotton":"steady","rice":"steady","weather":"sunny","notes":"quiet trade"}


Instruction: Create an evening SMS wrap.
Response: {"format":"sms","soybeans":"+0.5%","corn":"steady","cotton":"firm","rice":"flat","weather":"calm","notes":"basis stable"}


Instruction: Provide a soybean SMS export note.
Response: {"format":"sms","soybeans":"export up","corn":"n/a","cotton":"n/a","rice":"n/a","weather":"clear","notes":"China active"}


Instruction: Create a corn SMS export note.
Response: {"format":"sms","soybeans":"n/a","corn":"exports slow","cotton":"n/a","rice":"n/a","weather":"warm","notes":"Gulf movement slow"}


Instruction: Provide a cotton SMS export note.
Response: {"format":"sms","soybeans":"n/a","corn":"n/a","cotton":"exports steady","rice":"n/a","weather":"humid","notes":"mills active"}


Instruction: Create a rice SMS export note.
Response: {"format":"sms","soybeans":"n/a","corn":"n/a","cotton":"n/a","rice":"exports firm","weather":"clear","notes":"Asia demand strong"}


Instruction: Summarize this AMS soybean report.
Response: {"report_type":"AMS","crop":"soybeans","key_changes":["cash bids steady","basis unchanged","light farmer selling"],"market_reaction":"neutral","regional_notes":"Delta processors reported adequate supply.","summary":"AMS soybean bids were steady with unchanged basis and light farmer selling across the Delta."}


Instruction: Interpret this WASDE corn update.
Response: {"report_type":"WASDE","crop":"corn","key_changes":["ending stocks raised","exports lowered"],"market_reaction":"bearish","regional_notes":"Delta basis remained stable despite national adjustments.","summary":"USDA raised corn ending stocks due to weaker exports, creating a mildly bearish tone."}


Instruction: Explain this NASS soybean acreage report.
Response: {"report_type":"NASS","crop":"soybeans","key_changes":["acres up 2%","Midwest expansion","Delta acres steady"],"market_reaction":"neutral","regional_notes":"Delta soybean acreage unchanged year-over-year.","summary":"NASS reported soybean acreage up 2% nationally, with Delta acres holding steady."}


Instruction: Summarize this cotton ginning report.
Response: {"report_type":"AMS","crop":"cotton","key_changes":["ginning pace slightly behind average","quality grades strong"],"market_reaction":"neutral","regional_notes":"Delta gins report good early-season fiber quality.","summary":"Cotton ginning pace is slightly behind average, but quality remains strong."}


Instruction: Interpret this rice milling report.
Response: {"report_type":"AMS","crop":"rice","key_changes":["milled output steady","export demand firm"],"market_reaction":"neutral","regional_notes":"Delta rice mills report stable throughput.","summary":"Rice milling output was steady with firm export demand and stable domestic use."}


Instruction: Explain this grain stocks report.
Response: {"report_type":"Stocks","crop":"corn","key_changes":["corn stocks higher than expected","soybean stocks unchanged"],"market_reaction":"mixed","regional_notes":"Delta elevators reported normal movement.","summary":"Corn stocks came in higher than expected while soybean stocks were unchanged, creating a mixed market reaction."}


Instruction: Summarize this soybean crush report.
Response: {"report_type":"AMS","crop":"soybeans","key_changes":["crush volume increased","meal demand strong","oil stocks slightly higher"],"market_reaction":"neutral","regional_notes":"Crush plants in the Delta running at steady pace.","summary":"Soybean crush volume increased on strong meal demand, with oil stocks slightly higher."}


Instruction: Interpret this cotton classing report.
Response: {"report_type":"AMS","crop":"cotton","key_changes":["fiber quality strong","micronaire slightly elevated"],"market_reaction":"neutral","regional_notes":"Delta cotton showing good uniformity.","summary":"Cotton classing reports show strong fiber quality with slightly elevated micronaire in some areas."}


Instruction: Explain this rice acreage report.
Response: {"report_type":"NASS","crop":"rice","key_changes":["acres up 3%","Delta planting ahead of average"],"market_reaction":"bearish","regional_notes":"Delta rice acres expanded modestly.","summary":"Rice acreage increased 3% nationally, with Delta planting progress ahead of average."}


Instruction: Summarize this corn export sales report.
Response: {"report_type":"Export Sales","crop":"corn","key_changes":["sales improved week-over-week","still below seasonal averages"],"market_reaction":"neutral","regional_notes":"Delta river logistics improving.","summary":"Corn export sales improved but remain below seasonal norms."}


Instruction: Summarize this AMS corn basis update.
Response: {"report_type":"AMS","crop":"corn","key_changes":["basis mixed","improving barge movement"],"market_reaction":"neutral","regional_notes":"Some Delta elevators raised bids slightly.","summary":"Corn basis was mixed as barge movement improved across the Delta."}


Instruction: Interpret this WASDE soybean update.
Response: {"report_type":"WASDE","crop":"soybeans","key_changes":["ending stocks lowered","exports raised"],"market_reaction":"bullish","regional_notes":"Delta basis firm on strong demand.","summary":"USDA lowered soybean ending stocks and raised exports, creating a bullish tone."}


Instruction: Explain this NASS corn yield estimate.
Response: {"report_type":"NASS","crop":"corn","key_changes":["yield unchanged","state-level variation noted"],"market_reaction":"neutral","regional_notes":"Delta yields tracking near average.","summary":"NASS kept national corn yield unchanged with regional variation noted."}


Instruction: Summarize this cotton export sales report.
Response: {"report_type":"Export Sales","crop":"cotton","key_changes":["sales steady","shipments improved"],"market_reaction":"neutral","regional_notes":"Delta cotton demand stable.","summary":"Cotton export sales were steady with improved shipment pace."}


Instruction: Interpret this rice stocks report.
Response: {"report_type":"Stocks","crop":"rice","key_changes":["stocks slightly higher","domestic use steady"],"market_reaction":"neutral","regional_notes":"Delta mills report normal inventory levels.","summary":"Rice stocks were slightly higher with steady domestic use."}


Instruction: Explain this soybean condition report.
Response: {"report_type":"NASS","crop":"soybeans","key_changes":["good-to-excellent rating improved 2%"],"market_reaction":"bearish","regional_notes":"Delta soybeans benefiting from recent rainfall.","summary":"Soybean condition ratings improved, creating mild bearish pressure."}


Instruction: Summarize this corn planting progress report.
Response: {"report_type":"NASS","crop":"corn","key_changes":["planting 5% ahead of average"],"market_reaction":"bearish","regional_notes":"Delta planting nearly complete.","summary":"Corn planting progress is ahead of average, adding mild bearish pressure."}


Instruction: Interpret this cotton condition update.
Response: {"report_type":"NASS","crop":"cotton","key_changes":["conditions steady week-over-week"],"market_reaction":"neutral","regional_notes":"Delta cotton showing good early-season vigor.","summary":"Cotton condition ratings held steady with no major changes."}


Instruction: Explain this rice export inspection report.
Response: {"report_type":"AMS","crop":"rice","key_changes":["inspections up 4%","strong Asian demand"],"market_reaction":"bullish","regional_notes":"Delta mills reporting steady export movement.","summary":"Rice export inspections rose 4% on strong Asian demand."}


Instruction: Summarize this soybean export sales report.
Response: {"report_type":"Export Sales","crop":"soybeans","key_changes":["sales improved","China active buyer"],"market_reaction":"bullish","regional_notes":"Delta basis firm.","summary":"Soybean export sales improved with China active in the market."}


Instruction: Interpret this WASDE cotton update.
Response: {"report_type":"WASDE","crop":"cotton","key_changes":["ending stocks unchanged","exports steady"],"market_reaction":"neutral","regional_notes":"Delta crop conditions stable.","summary":"WASDE left cotton ending stocks unchanged with steady export projections."}


Instruction: Explain this NASS rice yield estimate.
Response: {"report_type":"NASS","crop":"rice","key_changes":["yield slightly higher","good grain fill reported"],"market_reaction":"bullish","regional_notes":"Delta rice showing strong yield potential.","summary":"NASS raised rice yield estimates slightly due to strong grain fill."}


Instruction: Summarize this corn export inspection report.
Response: {"report_type":"AMS","crop":"corn","key_changes":["inspections down 3%","slow Gulf movement"],"market_reaction":"bearish","regional_notes":"Mississippi River levels improving but still variable.","summary":"Corn export inspections fell 3% due to slow Gulf movement."}


Instruction: Interpret this soybean stocks update.
Response: {"report_type":"Stocks","crop":"soybeans","key_changes":["stocks slightly lower","strong crush demand"],"market_reaction":"bullish","regional_notes":"Delta processors running near capacity.","summary":"Soybean stocks were slightly lower due to strong crush demand."}


Instruction: Explain this cotton acreage report.
Response: {"report_type":"NASS","crop":"cotton","key_changes":["acres down 4%","shift to soybeans"],"market_reaction":"bullish","regional_notes":"Delta cotton acres declined modestly.","summary":"Cotton acreage fell 4% as growers shifted to soybeans."}


Instruction: Summarize this rice planting progress report.
Response: {"report_type":"NASS","crop":"rice","key_changes":["planting 3% behind average","recent rains slowed progress"],"market_reaction":"bullish","regional_notes":"Delta planting slowed by wet fields.","summary":"Rice planting progress is slightly behind average due to recent rainfall."}


Instruction: Interpret this WASDE rice update.
Response: {"report_type":"WASDE","crop":"rice","key_changes":["ending stocks raised","exports lowered"],"market_reaction":"bearish","regional_notes":"Delta mills report steady domestic demand.","summary":"WASDE raised rice ending stocks after lowering export projections."}


Instruction: Explain this soybean export inspection report.
Response: {"report_type":"AMS","crop":"soybeans","key_changes":["inspections steady","China reduced purchases"],"market_reaction":"neutral","regional_notes":"Delta basis unchanged.","summary":"Soybean export inspections were steady, though Chinese buying slowed."}


Instruction: Summarize this corn condition report.
Response: {"report_type":"NASS","crop":"corn","key_changes":["good-to-excellent rating down 1%"],"market_reaction":"bullish","regional_notes":"Heat stress noted in some Delta fields.","summary":"Corn condition ratings slipped 1%, adding mild bullish support."}


Instruction: Interpret this cotton export inspection report.
Response: {"report_type":"AMS","crop":"cotton","key_changes":["inspections improved","steady global demand"],"market_reaction":"bullish","regional_notes":"Delta cotton movement steady.","summary":"Cotton export inspections improved on steady global demand."}


Instruction: Explain this rice condition update.
Response: {"report_type":"NASS","crop":"rice","key_changes":["conditions steady","good early-season growth"],"market_reaction":"neutral","regional_notes":"Delta rice fields in good shape.","summary":"Rice condition ratings held steady with good early-season growth."}


Instruction: Summarize this soybean acreage revision.
Response: {"report_type":"NASS","crop":"soybeans","key_changes":["acres revised slightly lower"],"market_reaction":"bullish","regional_notes":"Delta acreage unchanged.","summary":"Soybean acreage was revised slightly lower, adding mild bullish support."}


Instruction: Interpret this corn yield revision.
Response: {"report_type":"WASDE","crop":"corn","key_changes":["yield lowered 1.5 bu/acre"],"market_reaction":"bullish","regional_notes":"Delta yields expected to remain near average.","summary":"WASDE lowered corn yield estimates by 1.5 bu/acre, creating bullish momentum."}


Instruction: Explain this cotton stocks update.
Response: {"report_type":"Stocks","crop":"cotton","key_changes":["stocks slightly higher","slower export pace"],"market_reaction":"bearish","regional_notes":"Delta warehouses report normal movement.","summary":"Cotton stocks were slightly higher due to a slower export pace."}


Instruction: Summarize this rice export sales update.
Response: {"report_type":"Export Sales","crop":"rice","key_changes":["sales steady","Latin America active buyer"],"market_reaction":"neutral","regional_notes":"Delta mills report stable demand.","summary":"Rice export sales were steady with Latin America active in the market."}


Instruction: Interpret this soybean condition decline.
Response: {"report_type":"NASS","crop":"soybeans","key_changes":["good-to-excellent rating down 2%"],"market_reaction":"bullish","regional_notes":"Heat stress noted in some Delta fields.","summary":"Soybean condition ratings declined 2%, adding bullish support."}


Instruction: Explain this corn export sales improvement.
Response: {"report_type":"Export Sales","crop":"corn","key_changes":["sales up 12%","Mexico leading buyer"],"market_reaction":"bullish","regional_notes":"Delta basis firm.","summary":"Corn export sales rose 12%, led by strong Mexican demand."}


Instruction: Summarize this cotton acreage increase.
Response: {"report_type":"NASS","crop":"cotton","key_changes":["acres up 2%","improved price outlook"],"market_reaction":"bearish","regional_notes":"Delta cotton acres expanded slightly.","summary":"Cotton acreage increased 2% as growers responded to improved price outlooks."}


Instruction: Interpret this rice milling quality report.
Response: {"report_type":"AMS","crop":"rice","key_changes":["milling yields strong","low chalk levels"],"market_reaction":"bullish","regional_notes":"Delta rice quality above average.","summary":"Rice milling yields were strong with low chalk levels, supporting bullish sentiment."}


Instruction: Explain how 2 inches of rain affects young soybeans.
Response: {"crop":"soybeans","event":"moderate rain","severity":"low","impacts":["improves soil moisture","supports early root development","temporary ponding may slow growth"],"timeframe":"short-term","regional_context":"Delta silt loam soils drain well but low-lying Sharkey clay areas may pond.","summary":"Two inches of rain benefits young soybeans by improving moisture and root growth, though ponding in heavy clay areas may briefly slow development."}


Instruction: Describe the impact of extreme heat on corn during pollination.
Response: {"crop":"corn","event":"extreme heat","severity":"high","impacts":["reduced kernel set","poor pollination","increased stress during tasseling"],"timeframe":"immediate","regional_context":"Delta heat waves above 95°F with warm nights are especially damaging.","summary":"Extreme heat during pollination reduces kernel set and increases stress, especially when nighttime temperatures stay elevated."}


Instruction: Explain how a cold front affects cotton.
Response: {"crop":"cotton","event":"cold front","severity":"moderate","impacts":["slows vegetative growth","delays boll development"],"timeframe":"short-term","regional_context":"Temperatures below 60°F slow boll growth in Delta cotton.","summary":"A cold front slows cotton growth and delays boll development, especially when temperatures dip below 60°F."}


Instruction: Describe the impact of prolonged cloud cover on rice.
Response: {"crop":"rice","event":"extended cloud cover","severity":"moderate","impacts":["reduced photosynthesis","slower grain fill","lower yield potential"],"timeframe":"multi-day","regional_context":"Delta rice depends on strong sunlight during grain fill.","summary":"Prolonged cloud cover slows grain fill and reduces yield potential in Delta rice fields."}


Instruction: Explain how drought affects soybeans at R3.
Response: {"crop":"soybeans","event":"drought","severity":"high","impacts":["reduced pod set","smaller seed size","accelerated stress"],"timeframe":"immediate","regional_context":"Delta soils dry quickly under heat, stressing R3 soybeans.","summary":"Drought at R3 reduces pod set and seed size, causing rapid yield loss without timely rainfall."}


Instruction: Describe the impact of heavy rain on cotton harvest.
Response: {"crop":"cotton","event":"heavy rain","severity":"high","impacts":["harvest delays","increased boll rot","fiber quality loss"],"timeframe":"immediate","regional_context":"Open bolls in the Delta are highly vulnerable to rain events.","summary":"Heavy rain delays cotton harvest and increases boll rot risk, reducing fiber quality."}


Instruction: Explain how strong winds affect corn.
Response: {"crop":"corn","event":"strong winds","severity":"moderate","impacts":["lodging","harvest difficulty","yield loss if early-season"],"timeframe":"immediate","regional_context":"Tall Delta corn is vulnerable to lodging in saturated soils.","summary":"Strong winds can lodge corn, making harvest slower and reducing yield, especially earlier in the season."}


Instruction: Describe the impact of cool nights on soybeans.
Response: {"crop":"soybeans","event":"cool nights","severity":"low","impacts":["slower pod fill","improved seed quality"],"timeframe":"short-term","regional_context":"Cool nights in the Delta slow growth but improve seed uniformity.","summary":"Cool nights slow pod fill but improve seed quality in soybeans."}


Instruction: Explain how a heatwave affects rice heading.
Response: {"crop":"rice","event":"heatwave","severity":"high","impacts":["poor pollination","reduced grain set","lower yield potential"],"timeframe":"immediate","regional_context":"Heat above 100°F during heading is especially damaging in Delta rice.","summary":"A heatwave during heading reduces pollination and grain set, lowering yield potential."}


Instruction: Describe how saturated soils affect cotton.
Response: {"crop":"cotton","event":"saturated soils","severity":"moderate","impacts":["reduced oxygen to roots","slowed growth","higher seedling disease risk"],"timeframe":"short-term","regional_context":"Sharkey clay soils in the Delta drain slowly, increasing stress.","summary":"Saturated soils slow cotton growth and increase seedling disease risk, especially on heavy clay soils."}


Instruction: Explain how high humidity affects soybeans.
Response: {"crop":"soybeans","event":"high humidity","severity":"moderate","impacts":["increased disease pressure","higher risk of soybean rust"],"timeframe":"multi-day","regional_context":"Delta humidity often triggers foliar disease outbreaks.","summary":"High humidity increases disease pressure in soybeans, especially rust and leaf spot issues."}


Instruction: Describe the impact of flooding on rice fields.
Response: {"crop":"rice","event":"flooding","severity":"high","impacts":["lodging","oxygen stress","stand loss"],"timeframe":"immediate","regional_context":"Low-lying Delta fields are prone to over-flooding during heavy storms.","summary":"Flooding can lodge rice, reduce oxygen availability, and cause stand loss in low-lying Delta fields."}


Instruction: Explain how a tropical moisture system affects cotton.
Response: {"crop":"cotton","event":"tropical moisture","severity":"high","impacts":["boll rot","lint discoloration","harvest delays"],"timeframe":"multi-day","regional_context":"Delta cotton is highly vulnerable to prolonged tropical moisture.","summary":"Tropical moisture increases boll rot risk and delays harvest, reducing cotton quality."}


Instruction: Describe the impact of early frost on soybeans.
Response: {"crop":"soybeans","event":"early frost","severity":"high","impacts":["reduced seed fill","green beans","yield loss"],"timeframe":"immediate","regional_context":"Early frost risk increases in late October in the Delta.","summary":"Early frost reduces seed fill and causes green beans, leading to yield and quality losses."}


Instruction: Explain how heat stress affects corn at dent stage.
Response: {"crop":"corn","event":"heat stress","severity":"moderate","impacts":["faster drydown","reduced test weight"],"timeframe":"short-term","regional_context":"Delta heat accelerates drydown late-season.","summary":"Heat stress at dent accelerates drydown and may reduce test weight in corn."}


Instruction: Describe the impact of cloudy weather on cotton.
Response: {"crop":"cotton","event":"cloudy weather","severity":"low","impacts":["slower boll development"],"timeframe":"short-term","regional_context":"Cloudy stretches slow cotton maturity in the Delta.","summary":"Cloudy weather slows boll development but usually has limited long-term impact."}


Instruction: Explain how strong storms affect rice.
Response: {"crop":"rice","event":"severe storms","severity":"high","impacts":["lodging","shattering","harvest delays"],"timeframe":"immediate","regional_context":"Storms near harvest can severely damage Delta rice.","summary":"Strong storms can lodge rice and cause shattering, delaying harvest and reducing yield."}


Instruction: Describe the impact of heat on soybeans during pod fill.
Response: {"crop":"soybeans","event":"heatwave","severity":"high","impacts":["reduced seed size","accelerated maturity"],"timeframe":"immediate","regional_context":"Delta heatwaves above 98°F stress soybeans heavily.","summary":"Heat during pod fill reduces seed size and accelerates maturity, lowering yield potential."}


Instruction: Explain how cool, wet weather affects corn emergence.
Response: {"crop":"corn","event":"cool wet weather","severity":"moderate","impacts":["slow emergence","higher disease risk"],"timeframe":"short-term","regional_context":"Delta heavy clay soils warm slowly in spring.","summary":"Cool, wet weather slows corn emergence and increases early-season disease risk."}


Instruction: Describe the impact of dry winds on cotton.
Response: {"crop":"cotton","event":"dry winds","severity":"moderate","impacts":["increased evapotranspiration","plant stress","slower growth"],"timeframe":"short-term","regional_context":"Dry winds quickly deplete moisture in Delta cotton fields.","summary":"Dry winds increase moisture loss and stress cotton, slowing growth."}


Instruction: Explain how sudden heavy rain affects corn at V6.
Response: {"crop":"corn","event":"heavy rain","severity":"moderate","impacts":["temporary flooding","oxygen stress","slowed root growth"],"timeframe":"short-term","regional_context":"Delta low-lying fields on Sharkey clay are prone to ponding.","summary":"Heavy rain at V6 can cause temporary flooding and oxygen stress, slowing root development in Delta corn fields."}


Instruction: Describe the impact of a week of cloudy weather on soybeans.
Response: {"crop":"soybeans","event":"extended cloud cover","severity":"low","impacts":["slower vegetative growth","reduced photosynthesis"],"timeframe":"multi-day","regional_context":"Cloudy stretches are common during Delta storm systems.","summary":"A week of cloudy weather slows soybean growth but typically has limited long-term impact."}


Instruction: Explain how strong winds affect cotton during early bloom.
Response: {"crop":"cotton","event":"strong winds","severity":"moderate","impacts":["leaf tearing","square loss","increased stress"],"timeframe":"immediate","regional_context":"Wind damage is more severe in open Delta fields.","summary":"Strong winds during early bloom can tear leaves and cause square loss, increasing stress on cotton plants."}


Instruction: Describe the impact of a late-season heatwave on rice.
Response: {"crop":"rice","event":"heatwave","severity":"high","impacts":["reduced grain fill","lower milling quality"],"timeframe":"immediate","regional_context":"Delta heat above 100°F during grain fill is especially damaging.","summary":"A late-season heatwave reduces grain fill and milling quality in Delta rice fields."}


Instruction: Explain how cool temperatures affect corn emergence.
Response: {"crop":"corn","event":"cool temperatures","severity":"moderate","impacts":["slow emergence","higher seedling disease risk"],"timeframe":"short-term","regional_context":"Heavy Delta soils warm slowly in early spring.","summary":"Cool temperatures slow corn emergence and increase seedling disease risk, especially in heavy Delta soils."}


Instruction: Describe the impact of high humidity on cotton.
Response: {"crop":"cotton","event":"high humidity","severity":"moderate","impacts":["increased boll rot risk","slower drying after rain"],"timeframe":"multi-day","regional_context":"Delta humidity spikes often follow tropical moisture.","summary":"High humidity increases boll rot risk and slows drying in cotton fields."}


Instruction: Explain how a sudden cold snap affects rice seedlings.
Response: {"crop":"rice","event":"cold snap","severity":"high","impacts":["slow growth","stand loss","reduced vigor"],"timeframe":"immediate","regional_context":"Early-season Delta rice is sensitive to cold fronts.","summary":"A sudden cold snap slows rice seedling growth and may cause stand loss in early-season fields."}


Instruction: Describe the impact of drought on cotton during squaring.
Response: {"crop":"cotton","event":"drought","severity":"high","impacts":["square shed","reduced fruit retention","increased stress"],"timeframe":"immediate","regional_context":"Delta cotton under drought sheds squares quickly.","summary":"Drought during squaring causes square shed and reduces fruit retention, lowering yield potential."}


Instruction: Explain how excessive rainfall affects soybeans at R5.
Response: {"crop":"soybeans","event":"excessive rainfall","severity":"high","impacts":["pod abortion","disease pressure","root stress"],"timeframe":"immediate","regional_context":"Sharkey clay soils drain slowly, increasing stress.","summary":"Excessive rainfall at R5 increases pod abortion and disease pressure in soybeans."}


Instruction: Describe the impact of dry heat on rice during flowering.
Response: {"crop":"rice","event":"dry heat","severity":"high","impacts":["poor pollination","reduced grain set"],"timeframe":"immediate","regional_context":"Dry heat events above 98°F are damaging during flowering.","summary":"Dry heat during flowering reduces pollination and grain set in rice."}


Instruction: Explain how a tropical storm affects soybeans near maturity.
Response: {"crop":"soybeans","event":"tropical storm","severity":"high","impacts":["lodging","shattering","quality loss"],"timeframe":"immediate","regional_context":"Delta soybeans are vulnerable to tropical moisture in September.","summary":"A tropical storm can lodge soybeans and cause shattering, reducing yield and quality."}


Instruction: Describe the impact of strong winds on cotton near harvest.
Response: {"crop":"cotton","event":"strong winds","severity":"high","impacts":["lint loss","boll drop","harvest delays"],"timeframe":"immediate","regional_context":"Open bolls in the Delta are highly vulnerable to wind damage.","summary":"Strong winds near harvest can blow lint from open bolls and delay harvest."}


Instruction: Explain how cool, wet weather affects rice heading.
Response: {"crop":"rice","event":"cool wet weather","severity":"moderate","impacts":["slower heading","reduced pollination"],"timeframe":"short-term","regional_context":"Cool fronts during heading reduce Delta rice pollination.","summary":"Cool, wet weather slows rice heading and reduces pollination efficiency."}


Instruction: Describe the impact of heat stress on soybeans during flowering.
Response: {"crop":"soybeans","event":"heat stress","severity":"high","impacts":["flower abortion","reduced pod set"],"timeframe":"immediate","regional_context":"Delta heatwaves above 98°F are especially damaging.","summary":"Heat stress during flowering causes flower abortion and reduces pod set in soybeans."}


Instruction: Explain how heavy rain affects corn during grain fill.
Response: {"crop":"corn","event":"heavy rain","severity":"moderate","impacts":["lodging","nitrogen loss","slower drydown"],"timeframe":"short-term","regional_context":"Delta storms often bring strong winds with heavy rain.","summary":"Heavy rain during grain fill can lodge corn and slow drydown, reducing harvest efficiency."}


Instruction: Describe the impact of drought on rice fields.
Response: {"crop":"rice","event":"drought","severity":"high","impacts":["reduced tillering","poor panicle development"],"timeframe":"multi-day","regional_context":"Rice requires consistent flooding; drought stresses Delta fields quickly.","summary":"Drought reduces tillering and panicle development in rice, lowering yield potential."}


Instruction: Explain how warm nights affect cotton.
Response: {"crop":"cotton","event":"warm nights","severity":"moderate","impacts":["higher nighttime respiration","slower boll fill","possible fiber quality pressure"],"timeframe":"multi-day","regional_context":"Warm Delta nights can keep cotton under stress during boll development, especially after humid summer heat.","summary":"Warm nights can moderately stress Delta cotton by raising respiration and pressuring boll development."}