F1
RacePulse
Telemetry & Strategy Engine
HISTORICAL REPLAY
WS 5.0Hz
TRACK: SILVERSTONE (BRITISH GP)
LAP: 12 / 52
POS: P1
STINT: MEDIUM 12 Laps
DEG RATE: +0.038 s/lap
CLIFF RISK: 15% (LOW)
GAP AHEAD: LEADER
WEATHER: DRY (0% RAIN)
FLAG: TRACK CLEAR
SOURCE: FASTF1 AUTHENTIC TELEMETRY | DRIVER: VER (#1)
94% CONFIDENCE
STAY OUT
EXTEND CURRENT STINT — CLEAN AIR DELTA OPTIMAL
RECOMMENDED PIT WINDOW LAPS 24 – 28
TARGET COMPOUND HARD (H)
MODEL CONFIDENCE 94% CONFIDENCE
ESTIMATED TIME SAVED +8.4s NET GAIN
OPERATIONAL RATIONALE & INVALIDATION OBJECTIVE EVALUATOR
Primary Reasons:
  • Clean air gap ahead exceeds 4.5 seconds
  • Tyre degradation rate stable at 0.038s/lap
  • No traffic penalty predicted upon pit exit
Invalidation Conditions:
  • VSC period ending before car reaches pit entry
  • Track temperature drop causing graining shift
DRIVER RADIO TRANSCRIPT & INTENT ANALYSIS NLP ENGINE
DRIVER VER (#1) — LAP 12:
"Tyres feel fine, pace is consistent and balanced."
DETECTED INTENTS: STRATEGY_STAY_OUT_REQUEST
RACE ORDER & OPPONENT THREAT MATRIX LIVE TIMING
POS CAR DRIVER COMPOUND AGE DEG RATE CLIFF PROB GAP AHEAD THREAT
1 #1 M. Verstappen MEDIUM 12 Laps 0.038s/lap 15% LEADER NONE
2 #44 L. Hamilton SOFT 14 Laps 0.080s/lap 78% +2.4s HIGH UNDERCUT
3 #16 C. Leclerc MEDIUM 12 Laps 0.042s/lap 24% +5.1s MED UNDERCUT
4 #4 L. Norris HARD 8 Laps 0.026s/lap 8% +8.7s OVERCUT RISK
ENVIRONMENTAL INTELLIGENCE TRACK SENSORS
DRY TRACK
RAIN PROBABILITY: 0.0%
TRACK TEMP: 38.4 °C
AIR TEMP: 26.1 °C
TRACK EVOLUTION: +0.012 s/lap (GRIP GAIN)
DEGRADEIQ ENGINE
OPEN STREAMLIT STUDIO (:8501)
DEGRADEIQ — TRUE TYRE WEAR ISOLATION (RAW VS CORRECTED) PIECEWISE-LINEAR HINGE FIT
RAW PRACTICE TREND -0.014 s/lap Masked by fuel weight loss
DEGRADEIQ TRUE WEAR +0.038 s/lap Isolated mechanical wear slope
ISOLATION DELTA +0.052 s/lap Noise bias eliminated
NOISE ATTRIBUTION & STINT VALIDATION STINT LEVEL PROOF
VARIANCE DECOMPOSITION: Monza FP Stint (Driver #1)
FUEL 78.2%
WEAR 21.8%
0%
Fuel Burn (-0.033s/kg) True Compound Wear Track Grip Evolution
OVERALL RACE VALIDATION MAE 0.38s Baselined against Race Laps
OPTIMAL PIT WINDOW LAPS 26 - 30 1.5s - 2.5s wear cliff threshold
MODEL ARCHITECTURE: Piecewise-Linear Hinge (2 Segments)
EARLY STINT SLOPE (L1–L5): Near-flat (0.002 s/lap)
WEAR RAMP KNOT: Lap 5.0 (wear acceleration)
LIVE CAR TYRE TELEMETRY SESSION REAL-TIME
CURRENT COMPOUND: MEDIUM
TYRE AGE: 12 Laps
ESTIMATED DEGRADATION: 0.456s
DEGRADATION RATE: +0.038 s/lap
CLIFF PROBABILITY: 15%
REMAINING TYRE LIFE: 18 Laps
LIVE CLEAN AIR PACE DECOMPOSITION CLEAN AIR BASELINE
EXPECTED CLEAN PACE: 89.420s
CURRENT OBSERVED PACE: 89.650s
PACE DELTA: +0.230s
FUEL LOAD: 68.4 kg
SELECTED: SILVERSTONE CIRCUIT — 18 CORNERS
CIRCUIT MAP: SILVERSTONE CIRCUIT — BRITISH GRAND PRIX RACING LINE ANALYSIS
CORNERS: 18 LENGTH: 5.891 km HIGH-SPEED SECTORS: 78% SELECT ANY CORNER TO INSPECT
CORNER TELEMETRY INSPECTOR TELEMETRY
CORNER 1: TURN 1 (ABBEY)
LINE CLASSIFICATION: IDEAL RACING LINE
BRAKING POINT: 120.0m
ENTRY SPEED: 280 km/h
APEX SPEED: 95 km/h
EXIT SPEED: 160 km/h
LINE DEVIATION: +0.04m (TIGHT APEX)
CORNER TIME DELTA: -0.012s (OPTIMAL)
AI STRATEGY VS NAIVE BASELINE BENCHMARK SUITE EVALUATION ENGINE
SCENARIOS EVALUATED 12
AI STRATEGY WINS 9
TOTAL TIME SAVED +142.5s
AI WIN RATE 75.0%
SCENARIO KEY TRIGGER BASELINE STRATEGY AI RECOMMENDATION TIME DELTA RESULT
tyre_cliff High wear acceleration (ramp slope) Pit Lap 28 (Fixed window) Pit Lap 18 (Early undercut cliff) +24.8s AI WIN
vsc_pit_opportunity Virtual Safety Car delta deployed Stay out (ignores VSC delta) Box this lap (11s pit loss reduction) +11.2s AI WIN
opponent_undercut Rival pitted into clean air gap Stay out (unreactive) Box lap after (cover undercut) +6.4s AI WIN
rain_arrival Track wetness precipitation shift Dry slick baseline Switch to Intermediates (I) +38.5s AI WIN
normal_race Clean linear wear stint 1-stop Lap 24 Medium->Hard 1-stop Lap 24 Medium->Hard +0.0s MATCH