305 lines
18 KiB
Plaintext
305 lines
18 KiB
Plaintext
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<EFBFBD>
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Y<>h<EFBFBD>7 <00> <00><> <00> S r SSKJr SSKJrJrJr SSKJr SSK J
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r
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S\\ S\S\\ S \ 4S
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jr S\\ S\S\\ S \ 4S jr
g )
z(
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Prompt template for strategy analysis.
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<EFBFBD> )<01>List)<03>EnrichedTelemetryWebhook<6F> RaceContext<78>Strategy)<01>TelemetryAnalyzer)<01> get_settings<67>enriched_telemetry<72> race_context<78>
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strategies<EFBFBD>returnc <00><> <00> [ U S S9n[ R " U 5 n[ R " XR R
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5 nUSS Vs/ s HT nSUR SUR SUR SUR S UR S UR S
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3
PMV nnS R / S P[ U5 PS
PUR R PSPUR R PSPUR R
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PSPUR R" PSPUR R$ PSPUR& S PSPU PSPUR( S PSPUR* S PSPUR, S PSP[/ S5 R U5 PSPUR& S PSPUR( S PS PUR* S PS PUR, S PS P5 $ s snf ) z,Build a faster, more concise analyze prompt.c <00> <00> U R $ <00>N<><01>lap<61><01>xs <20>_/Users/rishubmadhav/Documents/GitHub/HPCSimSite/ai_intelligence_layer/prompts/analyze_prompt.py<70><lambda><3E>+build_analyze_prompt_fast.<locals>.<lambda> <00> <00> <00>1<EFBFBD>5<EFBFBD>5<EFBFBD> <00><01>keyN<79> <00>#z: <20> (z -stop, laps z, <20>)<29> zAnalyze z! strategies and select TOP 3 for z at z.
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CURRENT: Lap <20>/z, Pz
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TELEMETRY: Tire deg z.2fz (cliff lap z), Aero z, Fuel z , Driver z
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STRATEGIES:
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<EFBFBD>
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a
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Select TOP 3:
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1. RECOMMENDED (highest podium %)
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2. ALTERNATIVE (viable backup)
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3. CONSERVATIVE (safest)
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Return JSON in this EXACT format:
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{
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"top_strategies": [
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{
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"rank": 1,
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"strategy_id": 7,
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"strategy_name": "Strategy Name",
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"classification": "RECOMMENDED",
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"predicted_outcome": {
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"finish_position_most_likely": 3,
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"p1_probability": 10,
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"p2_probability": 25,
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"p3_probability": 40,
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"p4_or_worse_probability": 25,
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"confidence_score": 75
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},
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"risk_assessment": {
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"risk_level": "medium",
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"key_risks": ["Risk 1", "Risk 2"],
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"success_factors": ["Factor 1", "Factor 2"]
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},
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"telemetry_insights": {
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"tire_wear_projection": "Tire analysis based on z#",
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"aero_status": "Aero at z#",
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"fuel_margin": "Fuel at z%",
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"driver_form": "Driver at a<> "
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},
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"engineer_brief": {
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"title": "Brief title",
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"summary": "One sentence",
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"key_points": ["Point 1", "Point 2"],
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"execution_steps": ["Step 1", "Step 2"]
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},
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"driver_audio_script": "Radio message to driver",
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"ecu_commands": {
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"fuel_mode": "RICH",
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"ers_strategy": "AGGRESSIVE_DEPLOY",
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"engine_mode": "PUSH",
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"brake_balance_adjustment": 0,
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"differential_setting": "BALANCED"
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}
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},
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{
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"rank": 2,
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"strategy_id": 12,
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"strategy_name": "Alternative",
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"classification": "ALTERNATIVE",
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"predicted_outcome": {"finish_position_most_likely": 4, "p1_probability": 5, "p2_probability": 20, "p3_probability": 35, "p4_or_worse_probability": 40, "confidence_score": 70},
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"risk_assessment": {"risk_level": "medium", "key_risks": ["Risk 1"], "success_factors": ["Factor 1"]},
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"telemetry_insights": {"tire_wear_projection": "...", "aero_status": "...", "fuel_margin": "...", "driver_form": "..."},
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"engineer_brief": {"title": "...", "summary": "...", "key_points": ["..."], "execution_steps": ["..."]},
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"driver_audio_script": "...",
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"ecu_commands": {"fuel_mode": "STANDARD", "ers_strategy": "BALANCED", "engine_mode": "STANDARD", "brake_balance_adjustment": 0, "differential_setting": "BALANCED"}
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},
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{
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"rank": 3,
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"strategy_id": 3,
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"strategy_name": "Conservative",
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"classification": "CONSERVATIVE",
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"predicted_outcome": {"finish_position_most_likely": 5, "p1_probability": 2, "p2_probability": 15, "p3_probability": 28, "p4_or_worse_probability": 55, "confidence_score": 80},
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"risk_assessment": {"risk_level": "low", "key_risks": ["Risk 1"], "success_factors": ["Factor 1", "Factor 2"]},
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"telemetry_insights": {"tire_wear_projection": "...", "aero_status": "...", "fuel_margin": "...", "driver_form": "..."},
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"engineer_brief": {"title": "...", "summary": "...", "key_points": ["..."], "execution_steps": ["..."]},
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"driver_audio_script": "...",
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"ecu_commands": {"fuel_mode": "LEAN", "ers_strategy": "CONSERVATIVE", "engine_mode": "SAVE", "brake_balance_adjustment": 0, "differential_setting": "CONSERVATIVE"}
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}
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],
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"situational_context": {
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"critical_decision_point": "Key decision info",
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"telemetry_alert": "Important telemetry status",
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"key_assumption": "Main assumption",
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"time_sensitivity": "Timing requirement"
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}
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})<18>maxr <00> calculate_tire_degradation_rate<74>project_tire_cliff<66> race_info<66> current_lap<61> strategy_id<69>
strategy_name<6D>
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stop_count<EFBFBD>pit_laps<70>
tire_sequence<63>
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risk_level<EFBFBD>join<69>len<65> driver_state<74> driver_name<6D>
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track_name<EFBFBD>
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total_laps<EFBFBD>current_position<6F>tire_degradation_index<65>aero_efficiency<63>fuel_optimization_score<72>driver_consistency<63>chr)r r
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r <00>latest<73> tire_rate<74>
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tire_cliff<EFBFBD>s<>strategies_summarys r <00>build_analyze_prompt_fastr>
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sy <00> <00> <11>#<23> <1F>
9<>F<EFBFBD>!<21>A<>A<>BT<42>U<>I<EFBFBD>"<22>5<>5<>6H<36>J`<60>J`<60>Jl<4A>Jl<4A>m<>J<EFBFBD> Wa<02> be<02> ce<02> Wf<02> g<02> Wf<02> RS<02>A<EFBFBD>a<EFBFBD>m<EFBFBD>m<EFBFBD>_<EFBFBD>B<EFBFBD>q<EFBFBD><EFBFBD><EFBFBD>.?<3F>r<EFBFBD>!<21>,<2C>,<2C> <1E>|<7C>\]<5D>\f<>\f<>[g<>gi<67>jk<6A>jy<6A>jy<6A>iz<69>z|<7C>}~<7E> ~J<02> ~J<02> }K<02> KL<02> M<02> Wf<02><16> g<02>V <06> V <06>x<EFBFBD> V <06><03>J<EFBFBD><0F>(<28> V <06>(I<> V <06>,<2C>Jc<4A>Jc<4A>Jo<4A>Jo<4A>Ip<49> V <06>pt<70> V <06> vB<02> vL<02> vL<02> vW<02> vW<02> uX<02> V <06> X<0E> V <06><1A>$<24>$<24>0<>0<>
1<>V <06>12<31>V <06>3?<3F>3I<33>3I<33>3T<33>3T<33>2U<32>V <06>UX<55>V <06>Ye<59>Yr<59>Yr<59> ZD<02> ZD<02> YE<02>V <06>E<15>V <06> <1C>2<>2<>3<EFBFBD>7<>V <06> 8D<01>V <06> EO<01><<3C>V <06> PX<01>V <06> Y_<01>Xn<58>Xn<58>or<6F>Ws<57>V <06> t{<01>V <06> |B<02> |Z<02> |Z<02> [^<02> {_<02>V <06> _h<02>V <06> io<02> iB<03> iB<03> CF<03> hG<03>V <06>G<01>V <06> <05>R<EFBFBD><17> <1C> <1C> <20>!<21> "<22>
V <06> #9<>
V <06>F :@<01>9V<39>9V<39>WZ<57>8[<5B>GV <06>F\!<21>GV <06>H "(<28>!7<>!7<><03> <<3C>IV <06>H=!<21>IV <06>J "(<28>!?<3F>!?<3F><03> D<>KV <06>JE#<23>KV <06>L $*<2A>#<<3C>#<<3C>S<EFBFBD>"A<>MV <06>L0B<03>MV <06> V<06><> gs <00>AG0c <00><> <00> [ R " U 5 n[ R " U 5 n[ R " U UR R
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5 n[ R " U 5 n[ R " U 5 n[ R " U 5 n[ R " U 5 n [ U S S9n
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/ n U Hm n U R U R U R U R U R U R U R" U R$ U R& S.5 Mo / n
UR( HV nU
R UR* UR, UR. UR0 [3 UR4 S5 S.5 MX SR7 / SPUR R8 PSPUR R
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PS PUR R: PS
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PUR R< PS PUR> R@ PS PUR> RB PS
PUR> RD PSPUR> R0 PSPUR> RF PSPU
PSPU PSPU
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RH S PSPUS PSPU PSPUS PSPU PSPU( a SOS PSPU PS P[K U 5 PS PU PS PU
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RH S PS PUS PS PU PS!PUS PS"PU
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RL S PS#PU( a S$OS% PS&PUR> RF PS'PU
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RN S PS(PU PS)PU
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RP PS*PUR R8 PS+PUR> RB PS,PUR> R0 PS-PUS PS.PU
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RH S PS/PU PS0PUS PS1PUS2:<3A> a S3O US4:<3A> a S5OS6 PS7PU
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RL S PS8PU
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RL S9:<3A> a S:OU
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RL S4:<3A> a S;OS< PS=PU
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RN S PS8PU PS>PU
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RH S PS?PU PS@P5 nU$ )Az<41>
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Build the analyze prompt for Gemini.
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Args:
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enriched_telemetry: Recent enriched telemetry data
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race_context: Current race context
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strategies: Strategies to analyze
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Returns:
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Formatted prompt string
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c <00> <00> U R $ r r r s r r <00>&build_analyze_prompt.<locals>.<lambda><3E> r r r )r' r( r) r* r+ <00>brief_descriptionr, <00>key_assumption<6F> )<05>position<6F>driver<65>
tire_compound<6E>
tire_age_laps<70> gap_secondsr z<>You are Stratega, expert F1 Chief Strategist AI. Analyze the 20 proposed strategies and select the TOP 3.
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CURRENT RACE STATE:
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Track: z
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Current Lap: z / z
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Weather: z
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DRIVER STATE:
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Driver: z
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Position: Pz
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Current Tires: r z laps old)
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Fuel Remaining: z%
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COMPETITORS:
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z
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TELEMETRY ANALYSIS:
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z1
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KEY METRICS:
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- Current tire degradation index: z.3fz
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- Tire degradation rate: z% per lap
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- Projected tire cliff: Lap z
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- Aero efficiency: z average
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- ERS pattern: z
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- Fuel critical: <20>YES<45>NOz
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- Driver form: z
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PROPOSED STRATEGIES (z total):
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z\
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ANALYSIS FRAMEWORK:
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1. TIRE DEGRADATION PROJECTION:
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- Current tire_degradation_index: z
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- Rate of change: z6 per lap
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- Performance cliff (0.85): Projected lap zu
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- Strategies pitting before cliff = higher probability
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2. AERO EFFICIENCY IMPACT:
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- Current aero_efficiency: z<>
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- If <0.7: Lap times degrading, prioritize earlier stops
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- If >0.8: Car performing well, can extend stints
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3. FUEL MANAGEMENT:
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- Fuel optimization score: z
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- Fuel critical: zYES - Must save fuelz
NO - Can pushz
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- Remaining: z3%
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4. DRIVER CONSISTENCY:
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- Driver consistency: z
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- Form: z<>
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- If <0.75: Higher margin for error needed, prefer conservative
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- If >0.9: Can execute aggressive/risky strategies
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5. WEATHER & TRACK POSITION:
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- Weather impact: z
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- Track: z[
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- Overtaking difficulty consideration
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6. COMPETITOR ANALYSIS:
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- Current position: Pz
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- Our tire age: a<> laps
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- Compare with competitors for undercut/overcut opportunities
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SELECTION CRITERIA:
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- Rank 1 (RECOMMENDED): Highest probability of podium (P1-P3), balanced risk
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- Rank 2 (ALTERNATIVE): Different approach, viable if conditions change
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- Rank 3 (CONSERVATIVE): Safest option, minimize risk of finishing outside points
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OUTPUT FORMAT (JSON only, no markdown):
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{
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"top_strategies": [
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{
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"rank": 1,
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"strategy_id": 7,
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"strategy_name": "Aggressive Undercut",
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"classification": "RECOMMENDED",
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"predicted_outcome": {
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"finish_position_most_likely": 3,
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"p1_probability": 8,
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"p2_probability": 22,
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"p3_probability": 45,
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"p4_or_worse_probability": 25,
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"confidence_score": 78
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},
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"risk_assessment": {
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"risk_level": "medium",
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"key_risks": [
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"Requires pit stop under 2.5s",
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"Traffic on out-lap could cost 3-5s"
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],
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"success_factors": [
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"Tire degradation index trending at z<> per lap",
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"Window open for undercut"
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]
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},
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"telemetry_insights": {
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"tire_wear_projection": "Current tire_degradation_index z , will hit 0.85 cliff by lap z+",
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"aero_status": "aero_efficiency z - car performing g<><67><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>?<3F>wellgffffff<66>?<3F>
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adequately<EFBFBD>poorlyz3",
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"fuel_margin": "fuel_optimization_score z - g333333<33>?z excellent, no fuel saving needed<65>adequatez critical, fuel saving requiredz.",
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"driver_form": "driver_consistency z<> confidence in execution"
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},
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"engineer_brief": {
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"title": "Recommended: Strategy Name",
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"summary": "One sentence summary with win probability",
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"key_points": [
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"Tire degradation accelerating: z index now, cliff projected lap a ",
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"Key tactical consideration",
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"Performance advantage analysis",
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"Critical execution requirement"
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],
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"execution_steps": [
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"Lap X: Action 1",
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"Lap Y: Action 2",
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"Lap Z: Expected outcome"
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]
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},
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"driver_audio_script": "Clear radio message to driver about the strategy execution",
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"ecu_commands": {
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"fuel_mode": "RICH",
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"ers_strategy": "AGGRESSIVE_DEPLOY",
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"engine_mode": "PUSH",
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"brake_balance_adjustment": 0,
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"differential_setting": "BALANCED"
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}
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},
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{
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"rank": 2,
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"strategy_id": 12,
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"strategy_name": "Alternative Strategy",
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"classification": "ALTERNATIVE",
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"predicted_outcome": { "finish_position_most_likely": 4, "p1_probability": 5, "p2_probability": 18, "p3_probability": 38, "p4_or_worse_probability": 39, "confidence_score": 72 },
|
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|
|
"risk_assessment": { "risk_level": "medium", "key_risks": ["Risk 1", "Risk 2"], "success_factors": ["Factor 1", "Factor 2"] },
|
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|
|
"telemetry_insights": { "tire_wear_projection": "...", "aero_status": "...", "fuel_margin": "...", "driver_form": "..." },
|
|||
|
|
"engineer_brief": { "title": "...", "summary": "...", "key_points": ["..."], "execution_steps": ["..."] },
|
|||
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"driver_audio_script": "...",
|
|||
|
|
"ecu_commands": { "fuel_mode": "STANDARD", "ers_strategy": "BALANCED", "engine_mode": "STANDARD", "brake_balance_adjustment": 0, "differential_setting": "BALANCED" }
|
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|
|
},
|
|||
|
|
{
|
|||
|
|
"rank": 3,
|
|||
|
|
"strategy_id": 3,
|
|||
|
|
"strategy_name": "Conservative Strategy",
|
|||
|
|
"classification": "CONSERVATIVE",
|
|||
|
|
"predicted_outcome": { "finish_position_most_likely": 5, "p1_probability": 2, "p2_probability": 10, "p3_probability": 25, "p4_or_worse_probability": 63, "confidence_score": 85 },
|
|||
|
|
"risk_assessment": { "risk_level": "low", "key_risks": ["Risk 1"], "success_factors": ["Factor 1", "Factor 2", "Factor 3"] },
|
|||
|
|
"telemetry_insights": { "tire_wear_projection": "...", "aero_status": "...", "fuel_margin": "...", "driver_form": "..." },
|
|||
|
|
"engineer_brief": { "title": "...", "summary": "...", "key_points": ["..."], "execution_steps": ["..."] },
|
|||
|
|
"driver_audio_script": "...",
|
|||
|
|
"ecu_commands": { "fuel_mode": "STANDARD", "ers_strategy": "CONSERVATIVE", "engine_mode": "SAVE", "brake_balance_adjustment": 0, "differential_setting": "CONSERVATIVE" }
|
|||
|
|
}
|
|||
|
|
],
|
|||
|
|
"situational_context": {
|
|||
|
|
"critical_decision_point": "Next 3 laps crucial. Tire degradation index rising faster than expected.",
|
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|
|
"telemetry_alert": "aero_efficiency status and any concerns",
|
|||
|
|
"key_assumption": "Analysis assumes no safety car. If SC deploys, recommend boxing immediately.",
|
|||
|
|
"time_sensitivity": "Decision needed within 2 laps to execute strategy effectively."
|
|||
|
|
}
|
|||
|
|
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|
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|
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