feat(cli): add track outline cache warmer

Spike: existing TUI prefetch stored outlines under time.Now().Year(), so the CLI uses a new explicit year-aware prefetch path and the TUI wrapper now derives the year from meetings when available.

cmd/main.go

@@ -27,6 +27,7 @@ func main() {
 	ingestMeeting := flag.Int("ingest-meeting", 0, "Ingest meeting metadata and Race Hub datasets for all sessions")
 	ingestSession := flag.Int("ingest-session", 0, "Ingest Race Hub datasets for a session key")
 	ingestNews := flag.Bool("ingest-news", false, "Refresh RSS/Atom paddock briefing feeds")
+	prefetchTrackOutlines := flag.Int("prefetch-track-outlines", 0, "Warm the web track-outline cache for a season year (for web-only hosts, run before --web so /api/v1/track-outline can serve live maps)")
 	dryRun := flag.Bool("dry-run", false, "Preview ingestion without writing domain rows")
 	force := flag.Bool("force", false, "Re-ingest datasets even if already tracked in the session_coverage table as completed")
 	coverageYear := flag.Int("coverage", 0, "Show season coverage report for the given year")
@@ -76,11 +77,21 @@ func main() {
 	if *ingestNews {
 		ingestFlags++
 	}
+	if *prefetchTrackOutlines != 0 {
+		ingestFlags++
+	}
 	if ingestFlags > 0 {
 		if ingestFlags > 1 {
-			fmt.Fprintln(os.Stderr, "box-box: only one of --ingest-year, --backfill-season, --ingest-meeting, --ingest-session, or --ingest-news may be set")
+			fmt.Fprintln(os.Stderr, "box-box: only one of --ingest-year, --backfill-season, --ingest-meeting, --ingest-session, --ingest-news, or --prefetch-track-outlines may be set")
 			os.Exit(1)
 		}
+		if *prefetchTrackOutlines != 0 {
+			if err := runTrackOutlinePrefetch(client, *prefetchTrackOutlines); err != nil {
+				fmt.Fprintf(os.Stderr, "box-box track outline prefetch error: %v\n", err)
+				os.Exit(1)
+			}
+			return
+		}
 		if *ingestNews {
 			if err := runNewsIngestion(*dryRun, *dbPath); err != nil {
 				fmt.Fprintf(os.Stderr, "box-box ingest error: %v\n", err)
@@ -88,7 +99,7 @@ func main() {
 			}
 			return
 		}
-		
+
 		yearVal := *ingestYear
 		if *backfillSeason != 0 {
 			yearVal = *backfillSeason
@@ -174,6 +185,35 @@ func runIngestion(client *api.OpenF1Client, year, meetingKey, sessionKey int, fo
 	return err
 }
 
+func runTrackOutlinePrefetch(client *api.OpenF1Client, year int) error {
+	log.SetOutput(os.Stderr)
+
+	fmt.Fprintf(os.Stderr, "track outlines: warming HTTP cache %s for %d\n", api.DefaultCacheDBPath(), year)
+
+	meetings, err := client.GetMeetingsForYear(year)
+	if err != nil {
+		return fmt.Errorf("fetch meetings for %d: %w", year, err)
+	}
+
+	result := client.PrefetchTrackOutlinesForYear(year, meetings)
+	fmt.Printf(
+		"track outlines %d: cached %d/%d unique circuit(s) before, %d/%d after; %d skipped, %d fetched, %d failed\n",
+		result.Year,
+		result.CachedBefore,
+		result.UniqueCircuits,
+		result.CachedAfter,
+		result.UniqueCircuits,
+		result.Skipped,
+		result.Fetched,
+		result.Failed,
+	)
+
+	if result.CachedAfter == 0 {
+		return fmt.Errorf("cached zero track outlines for %d", year)
+	}
+	return nil
+}
+
 func runNewsIngestion(dryRun bool, dbPath string) error {
 	log.SetOutput(os.Stderr)
 
@@ -275,7 +315,7 @@ func runCoverageReport(year int, dbPath string) error {
 	}
 
 	fmt.Printf("\n--- Season %d Coverage Report ---\n\n", year)
-	fmt.Printf("%-35s | %-5s | %-2s | %-2s | %-2s | %-2s | %-2s | %-2s | %-2s | %-2s | %-2s\n", 
+	fmt.Printf("%-35s | %-5s | %-2s | %-2s | %-2s | %-2s | %-2s | %-2s | %-2s | %-2s | %-2s\n",
 		"Meeting / Session (Key)", "ID", "DR", "SR", "SG", "ST", "PS", "PO", "RC", "WE", "LA")
 	fmt.Println(strings.Repeat("-", 82))
 

frontend/src/api.ts

@@ -1,6 +1,8 @@
 import type {
   ArticleContent,
+  CarDataSample,
   ChampionshipHub,
+  LapsComparisonResponse,
   LiveStateResponse,
   LiveSessionMeta,
   Meeting,
@@ -126,3 +128,32 @@ export async function markNewsRead(articleUrl: string): Promise<void> {
     body: JSON.stringify({ url: articleUrl }),
   })
 }
+
+export async function fetchTelemetry(
+  sessionKey: number,
+  driverNumber: number,
+): Promise<CarDataSample[]> {
+  const res = await fetch(
+    `/api/v1/telemetry?session_key=${sessionKey}&driver_number=${driverNumber}`,
+  )
+  if (!res.ok) {
+    throw new Error(`API ${res.status}: ${res.statusText}`)
+  }
+  const data = await res.json()
+  return Array.isArray(data) ? data : []
+}
+
+export async function fetchLapsComparison(
+  sessionKey: number,
+  drivers?: number[],
+): Promise<LapsComparisonResponse> {
+  const params = new URLSearchParams({ session_key: String(sessionKey) })
+  if (drivers?.length) {
+    params.set('drivers', drivers.join(','))
+  }
+  const res = await fetch(`/api/v1/laps/comparison?${params}`)
+  if (!res.ok) {
+    throw new Error(`API ${res.status}: ${res.statusText}`)
+  }
+  return res.json()
+}

frontend/src/components/CompareView.tsx

@@ -0,0 +1,251 @@
+import { useEffect, useMemo, useRef, useState } from 'react'
+import { useQuery } from '@tanstack/react-query'
+import { fetchLapsComparison, fetchTelemetry } from '../api'
+import {
+  buildBestLapTraceSeries,
+  compareDriverOptions,
+  comparisonToDeltaSeries,
+  defaultCompareDriverNumbers,
+  formatPitLapsCaption,
+} from '../lib/compare'
+import type { Driver, EnrichedResult } from '../types'
+import { teamColor } from '../utils'
+import { DriverCell } from './DriverCell'
+import { TelemetryTraceChart } from './charts/TelemetryTraceChart'
+import { DeltaTimeGraph } from './charts/DeltaTimeGraph'
+import '../styles/compare-view.css'
+
+interface Props {
+  sessionKey: number
+  results: EnrichedResult[]
+  drivers: Driver[]
+}
+
+function SectionState({
+  loading,
+  error,
+  empty,
+  emptyMessage,
+  children,
+}: {
+  loading: boolean
+  error: Error | null
+  empty: boolean
+  emptyMessage: string
+  children: React.ReactNode
+}) {
+  if (loading) {
+    return <div className="loading-state">loading…</div>
+  }
+  if (error) {
+    return <div className="error-box">{error.message}</div>
+  }
+  if (empty) {
+    return <div className="missing-notice">{emptyMessage}</div>
+  }
+  return <>{children}</>
+}
+
+export function CompareView({ sessionKey, results, drivers }: Props) {
+  const driverOptions = useMemo(
+    () => compareDriverOptions(drivers, results),
+    [drivers, results],
+  )
+
+  const initialPair = useMemo(
+    () => defaultCompareDriverNumbers(results, drivers),
+    [results, drivers],
+  )
+
+  const previousSessionKey = useRef(sessionKey)
+  const [driverA, setDriverA] = useState<number | null>(initialPair?.[0] ?? null)
+  const [driverB, setDriverB] = useState<number | null>(initialPair?.[1] ?? null)
+
+  useEffect(() => {
+    if (previousSessionKey.current !== sessionKey) {
+      previousSessionKey.current = sessionKey
+      setDriverA(initialPair?.[0] ?? null)
+      setDriverB(initialPair?.[1] ?? null)
+      return
+    }
+
+    if (driverA != null && driverB != null) return
+    if (!initialPair) return
+    setDriverA(initialPair[0])
+    setDriverB(initialPair[1])
+  }, [sessionKey, initialPair, driverA, driverB])
+
+  const pair = useMemo((): [number, number] | null => {
+    if (driverA == null || driverB == null || driverA === driverB) return null
+    return [driverA, driverB]
+  }, [driverA, driverB])
+
+  const comparisonQuery = useQuery({
+    queryKey: ['laps-comparison', sessionKey, pair?.[0], pair?.[1]],
+    queryFn: () => fetchLapsComparison(sessionKey, pair!),
+    enabled: pair != null,
+    staleTime: 60_000,
+  })
+
+  const telemetryAQuery = useQuery({
+    queryKey: ['telemetry', sessionKey, pair?.[0]],
+    queryFn: () => fetchTelemetry(sessionKey, pair![0]),
+    enabled: pair != null,
+    staleTime: 60_000,
+  })
+
+  const telemetryBQuery = useQuery({
+    queryKey: ['telemetry', sessionKey, pair?.[1]],
+    queryFn: () => fetchTelemetry(sessionKey, pair![1]),
+    enabled: pair != null,
+    staleTime: 60_000,
+  })
+
+  const comparison = comparisonQuery.data
+  const referenceLabel = useMemo(() => {
+    if (!pair) return undefined
+    const meta = comparison?.drivers.find((d) => d.driver_number === pair[0])
+    const session = drivers.find((d) => d.driver_number === pair[0])
+    return meta?.name_acronym || session?.name_acronym
+  }, [pair, comparison, drivers])
+
+  const deltaSeries = useMemo(() => {
+    if (!comparison || !pair) return []
+    return comparisonToDeltaSeries(comparison, pair, drivers)
+  }, [comparison, pair, drivers])
+
+  const pitCaption = useMemo(() => {
+    if (!comparison || !pair) return null
+    return formatPitLapsCaption(comparison.pit_laps, pair, comparison, drivers)
+  }, [comparison, pair, drivers])
+
+  const traceSeries = useMemo(() => {
+    if (!pair || !comparison) return []
+    const out = []
+
+    for (const dn of pair) {
+      const comp = comparison.drivers.find((d) => d.driver_number === dn)
+      const session = drivers.find((d) => d.driver_number === dn)
+      const label = comp?.name_acronym || session?.name_acronym || `#${dn}`
+      const color = teamColor(comp?.team_colour || session?.team_colour)
+
+      const carData =
+        dn === pair[0] ? (telemetryAQuery.data ?? []) : (telemetryBQuery.data ?? [])
+      const series = buildBestLapTraceSeries(carData, comp?.laps ?? [], label, color)
+      if (series) out.push(series)
+    }
+
+    return out
+  }, [pair, comparison, drivers, telemetryAQuery.data, telemetryBQuery.data])
+
+  const telemetryLoading = telemetryAQuery.isLoading || telemetryBQuery.isLoading
+  const telemetryError = telemetryAQuery.error ?? telemetryBQuery.error
+
+  if (driverOptions.length < 2) {
+    return (
+      <div className="missing-notice" data-testid="compare-view-empty">
+        Need at least two drivers in this session to compare.
+      </div>
+    )
+  }
+
+  const driverAInfo = driverOptions.find((d) => d.driver_number === driverA)
+  const driverBInfo = driverOptions.find((d) => d.driver_number === driverB)
+
+  return (
+    <div className="compare-view" data-testid="compare-view">
+      <div className="compare-pickers">
+        <div className="compare-picker">
+          <span className="compare-picker-label">Reference</span>
+          <select
+            className="compare-picker-select"
+            value={driverA ?? ''}
+            onChange={(e) => setDriverA(Number(e.target.value))}
+            data-testid="compare-picker-a"
+          >
+            {driverOptions.map((d) => (
+              <option key={d.driver_number} value={d.driver_number}>
+                {d.name_acronym} · #{d.driver_number}
+              </option>
+            ))}
+          </select>
+          {driverAInfo && (
+            <DriverCell
+              acronym={driverAInfo.name_acronym}
+              number={driverAInfo.driver_number}
+              colour={driverAInfo.team_colour}
+            />
+          )}
+        </div>
+
+        <div className="compare-picker">
+          <span className="compare-picker-label">Challenger</span>
+          <select
+            className="compare-picker-select"
+            value={driverB ?? ''}
+            onChange={(e) => setDriverB(Number(e.target.value))}
+            data-testid="compare-picker-b"
+          >
+            {driverOptions.map((d) => (
+              <option key={d.driver_number} value={d.driver_number}>
+                {d.name_acronym} · #{d.driver_number}
+              </option>
+            ))}
+          </select>
+          {driverBInfo && (
+            <DriverCell
+              acronym={driverBInfo.name_acronym}
+              number={driverBInfo.driver_number}
+              colour={driverBInfo.team_colour}
+            />
+          )}
+        </div>
+      </div>
+
+      {driverA === driverB && (
+        <div className="analysis-notice">
+          <strong>Pick two different drivers</strong> to run a comparison.
+        </div>
+      )}
+
+      <section className="compare-section" data-testid="compare-telemetry-section">
+        <div>
+          <div className="compare-section-title">Best lap telemetry</div>
+          <div className="compare-section-meta">
+            Speed, throttle, and brake traces for each driver&apos;s fastest lap
+          </div>
+        </div>
+        <SectionState
+          loading={telemetryLoading}
+          error={telemetryError instanceof Error ? telemetryError : null}
+          empty={!telemetryLoading && !telemetryError && traceSeries.length === 0}
+          emptyMessage="No telemetry samples for the best laps. Car data may not be available for this session."
+        >
+          <TelemetryTraceChart series={traceSeries} />
+        </SectionState>
+      </section>
+
+      <section className="compare-section" data-testid="compare-pace-section">
+        <div>
+          <div className="compare-section-title">Race pace</div>
+          <div className="compare-section-meta">
+            Cumulative lap-time delta vs {referenceLabel ?? 'reference'}
+          </div>
+        </div>
+        <SectionState
+          loading={comparisonQuery.isLoading}
+          error={comparisonQuery.error instanceof Error ? comparisonQuery.error : null}
+          empty={!comparisonQuery.isLoading && !comparisonQuery.error && deltaSeries.length < 2}
+          emptyMessage="No lap comparison data for the selected drivers."
+        >
+          <DeltaTimeGraph series={deltaSeries} referenceLabel={referenceLabel} />
+          {pitCaption && (
+            <p className="compare-pit-caption" data-testid="compare-pit-caption">
+              {pitCaption}
+            </p>
+          )}
+        </SectionState>
+      </section>
+    </div>
+  )
+}

frontend/src/components/Meaning.tsx

@@ -0,0 +1,26 @@
+import type { ReactNode } from 'react'
+import '../styles/meaning.css'
+
+export interface MeaningProps {
+  value: ReactNode
+  meaning?: string | null
+  /** Long-form explanation for the native tooltip; falls back to meaning. */
+  title?: string | null
+  tone?: 'good' | 'bad' | 'neutral' | 'warn'
+}
+
+export function Meaning({ value, meaning, title, tone }: MeaningProps) {
+  if (!meaning) {
+    return <>{value}</>
+  }
+
+  const tooltip = title ?? meaning
+  const toneClass = tone ? `meaning-caption--${tone}` : ''
+
+  return (
+    <span className="meaning" title={tooltip}>
+      <span className="meaning-value">{value}</span>
+      <span className={`meaning-caption ${toneClass}`.trim()}>{meaning}</span>
+    </span>
+  )
+}

frontend/src/components/TabBar.tsx

@@ -2,6 +2,7 @@ export type Tab =
   | 'overview'
   | 'race_story'
   | 'strategy'
+  | 'compare'
   | 'lap_data'
   | 'conditions'
   | 'race_control'
@@ -11,6 +12,7 @@ const TABS: { id: Tab; label: string }[] = [
   { id: 'overview', label: 'Overview' },
   { id: 'race_story', label: 'Race Story' },
   { id: 'strategy', label: 'Strategy' },
+  { id: 'compare', label: 'Compare' },
   { id: 'lap_data', label: 'Lap Data' },
   { id: 'conditions', label: 'Conditions' },
   { id: 'race_control', label: 'Race Control' },

frontend/src/components/live/TimingTower.tsx

@@ -12,6 +12,9 @@ import {
   tyreLabel,
 } from '../../lib/live'
 import type { GapHistoryMap } from '../../lib/gapHistory'
+import { parseIntervalSeconds } from '../../lib/gapHistory'
+import { intervalMeaning } from '../../lib/meaning'
+import { Meaning } from '../Meaning'
 import { GapSparkline } from './GapSparkline'
 import { StintHistory } from './StintHistory'
 import { Pin } from 'lucide-react'
@@ -100,7 +103,11 @@ export function TimingTower({
             const showCutoffAfter = row.Position === sessionDisplay.cutoffPosition
 
             const gapText = gapMode === 'interval' && isRace ? (driver.Interval || driver.GapToLeader) : driver.GapToLeader
-            
+            const intervalAnnotation =
+              gapMode === 'interval' && isRace && row.Position > 1
+                ? intervalMeaning(parseIntervalSeconds(gapText))
+                : null
+
             const renderSector = (idx: number) => {
               const sec = driver.Sectors?.[idx]
               if (!sec) return '-'
@@ -149,7 +156,14 @@ export function TimingTower({
                   <td className={driver.LastLapOB ? 'mono lap-ob' : driver.LastLapPB ? 'mono lap-pb' : 'mono'}>
                     {driver.LastLapTime || '-'}
                   </td>
-                  <td className="mono">{gapText || '-'}</td>
+                  <td className="mono">
+                    <Meaning
+                      value={gapText || '-'}
+                      meaning={intervalAnnotation?.caption}
+                      title={intervalAnnotation?.title}
+                      tone={intervalAnnotation?.tone}
+                    />
+                  </td>
                   
                   {isRace && (
                     <td className="spark-cell">

frontend/src/components/live/TyreDegPanel.tsx

@@ -13,6 +13,8 @@ import {
   recordStintSamples,
   stintInputFromRow,
 } from '../../lib/tyredeg'
+import { tyreAgeMeaning } from '../../lib/meaning'
+import { Meaning } from '../Meaning'
 import '../../styles/tyredeg.css'
 
 const TOP_DRIVER_COUNT = 10
@@ -92,12 +94,20 @@ export function TyreDegPanel({ rows, sessionType, pinned }: Props) {
           {visible.map((row) => {
             const model = degradationModel(stints[row.RacingNumber]?.samples ?? [])
             const rejoin = isRace ? estimatePitRejoin(rows, row.RacingNumber) : null
+            const ageAnnotation = tyreAgeMeaning(row.Tyre?.Compound, row.Tyre?.Age)
             return (
               <div className="tyredeg-row" key={row.RacingNumber} data-testid="tyredeg-row">
                 <span className="tyredeg-pos mono">P{row.Position}</span>
                 <span className="drv-bar" style={{ background: teamColor(row.Info?.TeamColour) }} />
                 <span className="drv-code">{driverCode(row)}</span>
-                <span className={`tyre-badge ${compoundClass(row.Tyre?.Compound)}`}>{tyreLabel(row.Tyre)}</span>
+                <span className={`tyre-badge ${compoundClass(row.Tyre?.Compound)}`}>
+                  <Meaning
+                    value={tyreLabel(row.Tyre)}
+                    meaning={ageAnnotation?.caption}
+                    title={ageAnnotation?.title}
+                    tone={ageAnnotation?.tone}
+                  />
+                </span>
                 {model ? (
                   <>
                     <span className={`tyredeg-trend tyredeg-trend-${model.trend}`}>

frontend/src/lib/compare.ts

@@ -0,0 +1,202 @@
+// Driver comparison mapping — pure functions for telemetry traces and lap deltas.
+
+import type { TelemetryTraceSeries } from '../components/charts/TelemetryTraceChart'
+import type { DeltaSeries } from '../lib/delta'
+import type {
+  CarDataSample,
+  ComparisonLap,
+  Driver,
+  EnrichedResult,
+  LapsComparisonResponse,
+} from '../types'
+import { compareFinishPosition, teamColor } from '../utils'
+
+function sortDriversByResults(drivers: Driver[], results: EnrichedResult[]): Driver[] {
+  const order = new Map(
+    [...results]
+      .filter((r) => r.position > 0)
+      .sort((a, b) => compareFinishPosition(a.position, b.position))
+      .map((r, i) => [r.driver_number, i]),
+  )
+  return [...drivers].sort((a, b) => {
+    const ao = order.get(a.driver_number) ?? 999
+    const bo = order.get(b.driver_number) ?? 999
+    if (ao !== bo) return ao - bo
+    return a.driver_number - b.driver_number
+  })
+}
+
+/** Default compare pair: top two classified finishers, else first two session drivers. */
+export function defaultCompareDriverNumbers(
+  results: EnrichedResult[],
+  drivers: Driver[],
+): [number, number] | null {
+  const classified = [...results]
+    .filter((r) => r.position > 0)
+    .sort((a, b) => compareFinishPosition(a.position, b.position))
+
+  if (classified.length >= 2) {
+    return [classified[0].driver_number, classified[1].driver_number]
+  }
+
+  if (drivers.length >= 2) {
+    const sorted = sortDriversByResults(drivers, results)
+    return [sorted[0].driver_number, sorted[1].driver_number]
+  }
+
+  if (classified.length === 1 && drivers.length >= 1) {
+    const other = drivers.find((d) => d.driver_number !== classified[0].driver_number)
+    if (other) return [classified[0].driver_number, other.driver_number]
+  }
+
+  return null
+}
+
+/** Lap records → per-lap duration array (index 0 = lap 1); null for pit/out laps. */
+export function lapsToLapTimes(laps: ComparisonLap[]): (number | null)[] {
+  if (laps.length === 0) return []
+
+  const maxLap = laps.reduce((max, lap) => Math.max(max, lap.lap_number), 0)
+  const times: (number | null)[] = Array.from({ length: maxLap }, () => null)
+
+  for (const lap of laps) {
+    const idx = lap.lap_number - 1
+    if (idx < 0) continue
+    if (lap.is_pit_out_lap || lap.lap_duration == null || lap.lap_duration <= 0) {
+      times[idx] = null
+    } else {
+      times[idx] = lap.lap_duration
+    }
+  }
+
+  return times
+}
+
+export function findBestLap(laps: ComparisonLap[]): ComparisonLap | null {
+  let best: ComparisonLap | null = null
+  for (const lap of laps) {
+    if (lap.lap_duration == null || lap.lap_duration <= 0) continue
+    if (!best || (best.lap_duration ?? Infinity) > lap.lap_duration) {
+      best = lap
+    }
+  }
+  return best
+}
+
+/** Keep car-data samples whose timestamps fall within a lap window. */
+export function filterCarDataToLap(
+  samples: CarDataSample[],
+  lap: ComparisonLap,
+): CarDataSample[] {
+  if (!lap.date_start || samples.length === 0) return samples
+
+  const start = new Date(lap.date_start).getTime()
+  if (!Number.isFinite(start)) return samples
+
+  const end = start + (lap.lap_duration ?? 0) * 1000 + 500
+
+  return samples.filter((s) => {
+    const t = new Date(s.date).getTime()
+    return Number.isFinite(t) && t >= start && t <= end
+  })
+}
+
+export function carDataToTraceSeries(
+  samples: CarDataSample[],
+  label: string,
+  color: string,
+): TelemetryTraceSeries {
+  return {
+    label,
+    color,
+    samples: samples.map((s) => ({
+      speed: s.speed,
+      throttle: s.throttle,
+      brake: s.brake,
+    })),
+  }
+}
+
+export function buildBestLapTraceSeries(
+  carData: CarDataSample[],
+  laps: ComparisonLap[],
+  label: string,
+  color: string,
+): TelemetryTraceSeries | null {
+  const best = findBestLap(laps)
+  if (!best) return null
+
+  const filtered = filterCarDataToLap(carData, best)
+  if (filtered.length === 0) return null
+
+  return carDataToTraceSeries(filtered, label, color)
+}
+
+function driverMeta(
+  driverNumber: number,
+  comparison: LapsComparisonResponse | undefined,
+  drivers: Driver[],
+): { label: string; color: string; laps: ComparisonLap[] } {
+  const comp = comparison?.drivers.find((d) => d.driver_number === driverNumber)
+  const session = drivers.find((d) => d.driver_number === driverNumber)
+  return {
+    label: comp?.name_acronym || session?.name_acronym || `#${driverNumber}`,
+    color: teamColor(comp?.team_colour || session?.team_colour),
+    laps: comp?.laps ?? [],
+  }
+}
+
+export function comparisonToDeltaSeries(
+  comparison: LapsComparisonResponse,
+  driverNumbers: [number, number],
+  drivers: Driver[],
+): DeltaSeries[] {
+  return driverNumbers.map((dn) => {
+    const meta = driverMeta(dn, comparison, drivers)
+    return {
+      label: meta.label,
+      color: meta.color,
+      lapTimes: lapsToLapTimes(meta.laps),
+    }
+  })
+}
+
+export function formatPitLapsCaption(
+  pitLaps: Record<string, number[]>,
+  driverNumbers: [number, number],
+  comparison: LapsComparisonResponse | undefined,
+  drivers: Driver[],
+): string | null {
+  const parts: string[] = []
+
+  for (const dn of driverNumbers) {
+    const laps = pitLaps[String(dn)]
+    if (!laps?.length) continue
+    const meta = driverMeta(dn, comparison, drivers)
+    parts.push(`${meta.label}: L${laps.join(', L')}`)
+  }
+
+  return parts.length > 0 ? `Pit stops — ${parts.join(' · ')}` : null
+}
+
+export function compareDriverOptions(
+  drivers: Driver[],
+  results: EnrichedResult[],
+): Driver[] {
+  if (drivers.length > 0) {
+    return sortDriversByResults(drivers, results)
+  }
+  return results.map((r) => ({
+    driver_number: r.driver_number,
+    name_acronym: r.name_acronym,
+    full_name: r.full_name,
+    first_name: '',
+    last_name: '',
+    team_name: r.team_name,
+    team_colour: r.team_colour,
+    headshot_url: '',
+    broadcast_name: r.full_name,
+    session_key: r.session_key,
+    meeting_key: r.meeting_key,
+  }))
+}

frontend/src/lib/meaning.ts

@@ -0,0 +1,146 @@
+// Pure interpretation helpers for pairing numbers with their "so-what".
+// Thresholds are exported consts so they are cheap to tune in one place.
+
+import { PIT_LOSS_SECONDS } from './tyredeg'
+
+/** Gaps under this (seconds) are DRS attack range. */
+export const INTERVAL_DRS_MAX_SECONDS = 1.0
+
+/** Lower bound of the undercut window (seconds); contiguous with DRS range. */
+export const INTERVAL_UNDERCUT_MIN_SECONDS = INTERVAL_DRS_MAX_SECONDS
+
+/**
+ * Upper bound of the undercut window (seconds). Kept well below typical pit
+ * loss ({@link PIT_LOSS_SECONDS}s) — only a few seconds matter for strategy.
+ */
+export const INTERVAL_UNDERCUT_MAX_SECONDS = Math.min(3.0, PIT_LOSS_SECONDS / 7)
+
+/**
+ * Rough per-compound cliff lap estimates (dry compounds). Wet/intermediate
+ * values are conservative — deg varies wildly with conditions.
+ */
+export const TYRE_CLIFF_LAPS: Readonly<Record<string, number>> = {
+  SOFT: 18,
+  MEDIUM: 28,
+  HARD: 38,
+  INTERMEDIATE: 20,
+  WET: 15,
+}
+
+/** Default cliff when compound is unknown. */
+export const TYRE_CLIFF_DEFAULT_LAPS = 25
+
+/** Championship max points per race (winner). */
+export const MAX_POINTS_PER_ROUND = 25
+
+export interface MeaningAnnotation {
+  caption: string
+  title: string
+  tone?: 'good' | 'bad' | 'neutral' | 'warn'
+}
+
+function cliffLaps(compound: string | null | undefined): number {
+  if (!compound) return TYRE_CLIFF_DEFAULT_LAPS
+  return TYRE_CLIFF_LAPS[compound.toUpperCase()] ?? TYRE_CLIFF_DEFAULT_LAPS
+}
+
+/**
+ * Interval / gap-to-ahead meaning for the live timing tower.
+ * Returns null for leader gaps, out-of-range values, or unparsable input.
+ */
+export function intervalMeaning(seconds: number | null | undefined): MeaningAnnotation | null {
+  if (seconds == null || !Number.isFinite(seconds) || seconds < 0) return null
+
+  if (seconds < INTERVAL_DRS_MAX_SECONDS) {
+    return {
+      caption: 'DRS range',
+      title: `Within ${INTERVAL_DRS_MAX_SECONDS}s — DRS enabled next straight`,
+      tone: 'good',
+    }
+  }
+
+  if (seconds >= INTERVAL_UNDERCUT_MIN_SECONDS && seconds <= INTERVAL_UNDERCUT_MAX_SECONDS) {
+    return {
+      caption: 'undercut window',
+      title: `${INTERVAL_UNDERCUT_MIN_SECONDS}–${INTERVAL_UNDERCUT_MAX_SECONDS}s — pit now could gain a position (vs ~${PIT_LOSS_SECONDS}s stop)`,
+      tone: 'warn',
+    }
+  }
+
+  return null
+}
+
+/**
+ * Tyre-age meaning for deg / stint panels.
+ */
+export function tyreAgeMeaning(
+  compound: string | null | undefined,
+  age: number | null | undefined,
+): MeaningAnnotation | null {
+  if (age == null || !Number.isFinite(age) || age < 0) return null
+
+  const cliff = cliffLaps(compound)
+  const freshEnd = Math.ceil(cliff * 0.25)
+  const midEnd = Math.ceil(cliff * 0.65)
+
+  if (age <= freshEnd) {
+    return {
+      caption: 'fresh',
+      title: `${age} lap${age === 1 ? '' : 's'} on ${compound ?? 'tyre'} — early stint grip`,
+      tone: 'good',
+    }
+  }
+
+  if (age <= midEnd) {
+    return {
+      caption: 'mid-life',
+      title: `${age} laps — tyre in its working window before cliff (~${cliff} laps)`,
+      tone: 'neutral',
+    }
+  }
+
+  const lapsToCliff = cliff - age
+  if (lapsToCliff <= 0) {
+    return {
+      caption: 'past cliff',
+      title: `${age} laps — beyond typical ${compound ?? 'tyre'} cliff (~${cliff} laps)`,
+      tone: 'bad',
+    }
+  }
+
+  return {
+    caption: `~${lapsToCliff} laps to cliff`,
+    title: `${age} of ~${cliff} laps before deg cliff on ${compound ?? 'tyre'}`,
+    tone: 'warn',
+  }
+}
+
+/**
+ * Points gap to the driver directly ahead — catchable-or-not v1.
+ */
+export function pointsGapMeaning(
+  gapToAhead: number | null | undefined,
+  roundsLeft: number,
+  driverAhead?: string | null,
+): MeaningAnnotation | null {
+  if (gapToAhead == null || !Number.isFinite(gapToAhead) || gapToAhead <= 0) return null
+  if (!Number.isFinite(roundsLeft) || roundsLeft <= 0) return null
+
+  const maxCatchable = roundsLeft * MAX_POINTS_PER_ROUND
+  const ahead = driverAhead?.trim() || 'ahead'
+
+  if (gapToAhead > maxCatchable) {
+    return {
+      caption: 'out of reach',
+      title: `+${gapToAhead} pts with ${roundsLeft} round${roundsLeft === 1 ? '' : 's'} left (max ${maxCatchable} available)`,
+      tone: 'bad',
+    }
+  }
+
+  const perRound = Math.ceil(gapToAhead / roundsLeft)
+  return {
+    caption: `~${perRound} pts/round`,
+    title: `Needs ~${perRound} pts per round on ${ahead} to catch (${gapToAhead} pts in ${roundsLeft} round${roundsLeft === 1 ? '' : 's'})`,
+    tone: perRound <= 10 ? 'good' : 'warn',
+  }
+}

frontend/src/pages/ChampionshipPage.tsx

@@ -4,6 +4,8 @@ import { fetchChampionshipHub, fetchSeasons } from '../api'
 import { teamColor } from '../utils'
 import type { ChampHubDriver, ChampionshipHub } from '../types'
 import { ChampionshipSimulator } from '../components/ChampionshipSimulator'
+import { Meaning } from '../components/Meaning'
+import { pointsGapMeaning } from '../lib/meaning'
 
 type View = 'drivers' | 'constructors' | 'progression' | 'simulator'
 
@@ -138,6 +140,8 @@ function ChampionshipBody({ hub, view, setView }: BodyProps) {
           color: teamColor(d.team_colour),
           gapLeader: i === 0 ? 'LEADER' : `+${fmtPts(gapLeaderNum)}`,
           gapAhead: gapAheadNum == null ? '—' : `+${fmtPts(gapAheadNum)}`,
+          gapAheadNum,
+          driverAhead: i === 0 ? null : drivers[i - 1].name_acronym,
           spark: sparkPoints(d.form),
           h2h: `${d.teammate_wins}–${d.teammate_losses}`,
           h2hWin: d.teammate_wins >= d.teammate_losses,
@@ -233,7 +237,12 @@ function ChampionshipBody({ hub, view, setView }: BodyProps) {
       </div>
 
       {view === 'drivers' && (
-        <DriversView enriched={enriched} leaderPoints={leader.points} titleMath={titleMath} />
+        <DriversView
+          enriched={enriched}
+          leaderPoints={leader.points}
+          titleMath={titleMath}
+          roundsLeft={hub.rounds_left}
+        />
       )}
       {view === 'constructors' && <ConstructorsView hub={hub} />}
       {view === 'progression' && <ProgressionView hub={hub} />}
@@ -248,6 +257,8 @@ interface EnrichedDriver {
   color: string
   gapLeader: string
   gapAhead: string
+  gapAheadNum: number | null
+  driverAhead: string | null
   spark: string
   h2h: string
   h2hWin: boolean
@@ -259,10 +270,12 @@ function DriversView({
   enriched,
   leaderPoints,
   titleMath,
+  roundsLeft,
 }: {
   enriched: EnrichedDriver[]
   leaderPoints: number
   titleMath: string
+  roundsLeft: number
 }) {
   const podium = enriched.slice(0, 3)
   return (
@@ -357,7 +370,19 @@ function DriversView({
                 <td className="champ-td-team">{e.d.team_name}</td>
                 <td className="r mono champ-td-pts">{fmtPts(e.d.points)}</td>
                 <td className="r mono champ-td-muted">{e.gapLeader}</td>
-                <td className="r mono champ-td-dim">{e.gapAhead}</td>
+                <td className="r mono champ-td-dim">
+                  {(() => {
+                    const gapAnnotation = pointsGapMeaning(e.gapAheadNum, roundsLeft, e.driverAhead)
+                    return (
+                      <Meaning
+                        value={e.gapAhead}
+                        meaning={gapAnnotation?.caption}
+                        title={gapAnnotation?.title}
+                        tone={gapAnnotation?.tone}
+                      />
+                    )
+                  })()}
+                </td>
                 <td className="c mono" style={{ color: e.d.wins > 0 ? 'var(--text)' : 'var(--text-3)' }}>
                   {e.d.wins}
                 </td>

frontend/src/pages/RaceHubPage.tsx

@@ -13,6 +13,7 @@ import { TabBar, type Tab } from '../components/TabBar'
 import { DatasetStatusView } from '../components/DatasetStatusView'
 import { StrategyView } from '../components/StrategyView'
 import { LapsView } from '../components/LapsView'
+import { CompareView } from '../components/CompareView'
 import { RaceControlView } from '../components/RaceControlView'
 import { WeatherView } from '../components/WeatherView'
 import { OverviewView } from '../components/OverviewView'
@@ -307,6 +308,19 @@ export function RaceHubPage({ sessionKey }: Props) {
         </div>
       )}
 
+      {activeTab === 'compare' && (
+        <div className="data-section">
+          <div className="sec-header">
+            <span className="sec-title">Driver Compare</span>
+          </div>
+          <CompareView
+            sessionKey={sessionKey}
+            results={data.results}
+            drivers={data.drivers}
+          />
+        </div>
+      )}
+
       {activeTab === 'lap_data' && (
         <div className="data-section">
           <div className="sec-header">

frontend/src/styles/compare-view.css

@@ -0,0 +1,78 @@
+.compare-view {
+  display: flex;
+  flex-direction: column;
+  gap: var(--s5);
+}
+
+.compare-pickers {
+  display: flex;
+  flex-wrap: wrap;
+  gap: var(--s4);
+  align-items: flex-end;
+}
+
+.compare-picker {
+  display: flex;
+  flex-direction: column;
+  gap: var(--s3);
+  min-width: 180px;
+}
+
+.compare-picker-label {
+  font-family: var(--f-mono);
+  font-size: 11px;
+  letter-spacing: 0.06em;
+  text-transform: uppercase;
+  color: var(--text-3);
+}
+
+.compare-picker-select {
+  font-family: var(--f-mono);
+  font-size: 13px;
+  padding: var(--s2) var(--s3);
+  border: 1px solid var(--border);
+  border-radius: var(--r1);
+  background: var(--surface-2);
+  color: var(--text);
+}
+
+.compare-picker-select:focus {
+  outline: 2px solid var(--gp-accent, var(--red));
+  outline-offset: 1px;
+}
+
+.compare-section {
+  display: flex;
+  flex-direction: column;
+  gap: var(--s3);
+}
+
+.compare-section-title {
+  font-family: var(--f-mono);
+  font-size: 12px;
+  letter-spacing: 0.05em;
+  text-transform: uppercase;
+  color: var(--text-2);
+}
+
+.compare-section-meta {
+  font-family: var(--f-mono);
+  font-size: 11px;
+  color: var(--text-3);
+}
+
+.compare-pit-caption {
+  font-family: var(--f-mono);
+  font-size: 11px;
+  color: var(--text-3);
+  margin: 0;
+}
+
+.compare-stale-notice {
+  font-size: 12px;
+  color: var(--amber, #f59e0b);
+  background: rgba(245, 158, 11, 0.08);
+  border: 1px solid rgba(245, 158, 11, 0.25);
+  border-radius: var(--r1);
+  padding: var(--s2) var(--s3);
+}

frontend/src/styles/meaning.css

@@ -0,0 +1,48 @@
+/* Compact value + muted meaning caption (issue #18). */
+
+.meaning {
+  display: inline-flex;
+  flex-direction: column;
+  align-items: inherit;
+  gap: 1px;
+  line-height: 1.2;
+}
+
+.meaning-value {
+  /* inherits table cell mono styling from parent */
+}
+
+.meaning-caption {
+  font-size: 10px;
+  font-family: var(--f-mono);
+  color: var(--text-3);
+  letter-spacing: 0.02em;
+  white-space: nowrap;
+}
+
+.meaning-caption--good {
+  color: var(--green);
+}
+
+.meaning-caption--bad {
+  color: var(--red);
+}
+
+.meaning-caption--warn {
+  color: var(--yellow, #e8c547);
+}
+
+.meaning-caption--neutral {
+  color: var(--text-3);
+}
+
+/* Table cells: right-align caption under numeric values */
+td.r .meaning,
+.champ-td-dim .meaning,
+.champ-td-muted .meaning {
+  align-items: flex-end;
+}
+
+.tyredeg-row .meaning {
+  align-items: flex-start;
+}

frontend/src/test/ChampionshipPage.test.tsx

@@ -112,6 +112,7 @@ describe('ChampionshipPage', () => {
     expect(screen.getAllByText('VER').length).toBeGreaterThan(0)
     expect(screen.getByText('Monaco GP', { exact: false })).toBeInTheDocument()
     expect(screen.getByTestId('champ-titlemath')).toHaveTextContent('mathematically win the title')
+    expect(screen.getAllByText('~10 pts/round').length).toBeGreaterThan(0)
   })
 
   it('switches to constructors and progression views', async () => {

frontend/src/test/LiveComponents.test.tsx

@@ -189,6 +189,26 @@ describe('TimingTower', () => {
     expect(screen.getByText(/no driver timing rows/i)).toBeInTheDocument()
   })
 
+  it('annotates DRS-range intervals in race mode', () => {
+    const raceRows = [
+      makeRow('1', 1, 'VER'),
+      makeRow('4', 2, 'NOR', { Interval: '+0.4', GapToLeader: '+0.4' }),
+    ]
+    render(
+      <TimingTower
+        rows={raceRows}
+        session={{
+          MeetingName: 'Monaco Grand Prix',
+          CircuitName: 'Monaco',
+          SessionType: 'Race',
+          SessionName: 'Race',
+          Path: '',
+        }}
+      />,
+    )
+    expect(screen.getByText('DRS range')).toBeInTheDocument()
+  })
+
   it('renders the SQ1 cutoff after P17 and marks rows below as at risk', () => {
     const sprintRows = Array.from({ length: 22 }, (_, index) =>
       makeRow(String(index + 1), index + 1, `D${index + 1}`),

frontend/src/test/Meaning.test.tsx

@@ -0,0 +1,26 @@
+import { describe, expect, it } from 'vitest'
+import { render, screen } from '@testing-library/react'
+import { Meaning } from '../components/Meaning'
+
+describe('Meaning', () => {
+  it('renders bare value when meaning is null', () => {
+    render(<Meaning value="+1.234" meaning={null} />)
+    expect(screen.getByText('+1.234')).toBeInTheDocument()
+    expect(screen.queryByText('DRS range')).not.toBeInTheDocument()
+  })
+
+  it('renders value with caption and tooltip title', () => {
+    render(
+      <Meaning
+        value="+0.4"
+        meaning="DRS range"
+        title="Within 1.0s — DRS enabled next straight"
+        tone="good"
+      />,
+    )
+    const value = screen.getByText('+0.4')
+    expect(value).toBeInTheDocument()
+    expect(screen.getByText('DRS range')).toHaveClass('meaning-caption--good')
+    expect(value.closest('.meaning')).toHaveAttribute('title', 'Within 1.0s — DRS enabled next straight')
+  })
+})

frontend/src/test/TabBar.test.tsx

@@ -8,6 +8,7 @@ describe('TabBar', () => {
     expect(screen.getByRole('tab', { name: 'Overview' })).toBeInTheDocument()
     expect(screen.getByRole('tab', { name: 'Race Story' })).toBeInTheDocument()
     expect(screen.getByRole('tab', { name: 'Strategy' })).toBeInTheDocument()
+    expect(screen.getByRole('tab', { name: 'Compare' })).toBeInTheDocument()
     expect(screen.getByRole('tab', { name: 'Lap Data' })).toBeInTheDocument()
     expect(screen.getByRole('tab', { name: 'Conditions' })).toBeInTheDocument()
     expect(screen.getByRole('tab', { name: 'Race Control' })).toBeInTheDocument()

frontend/src/test/TyreDegPanel.test.tsx

@@ -52,9 +52,18 @@ describe('TyreDegPanel', () => {
     const panel = screen.getByTestId('tyredeg-panel')
     expect(panel).toHaveTextContent('VER')
     expect(panel).toHaveTextContent('M +5')
+    expect(panel).toHaveTextContent('fresh')
     expect(panel).toHaveTextContent('warming up')
   })
 
+  it('annotates tyre age meaning on stint rows', () => {
+    const rows = [
+      makeRow('1', 1, 'VER', { NumberOfLaps: 10, LastLapTime: '1:30.000' }, { Compound: 'MEDIUM', Age: 12 }),
+    ]
+    render(<TyreDegPanel rows={rows} sessionType="Race" pinned={[]} />)
+    expect(screen.getByText('mid-life')).toBeInTheDocument()
+  })
+
   it('renders slope and rejoin estimate once laps accumulate across snapshots', () => {
     const { rerender } = render(
       <TyreDegPanel rows={snapshotRows(1, '1:30.000')} sessionType="Race" pinned={[]} />,

frontend/src/test/compare-view.test.tsx

@@ -0,0 +1,439 @@
+import { describe, it, expect, vi, beforeEach } from 'vitest'
+import { fireEvent, render, screen, waitFor } from '@testing-library/react'
+import { QueryClient, QueryClientProvider } from '@tanstack/react-query'
+import { CompareView } from '../components/CompareView'
+import type { Driver, EnrichedResult, LapsComparisonResponse } from '../types'
+import {
+  buildBestLapTraceSeries,
+  carDataToTraceSeries,
+  comparisonToDeltaSeries,
+  defaultCompareDriverNumbers,
+  filterCarDataToLap,
+  findBestLap,
+  formatPitLapsCaption,
+  lapsToLapTimes,
+} from '../lib/compare'
+import { computeCumulativeDeltas } from '../lib/delta'
+
+vi.mock('../api', () => ({
+  fetchTelemetry: vi.fn(),
+  fetchLapsComparison: vi.fn(),
+}))
+
+import { fetchTelemetry, fetchLapsComparison } from '../api'
+
+const mockFetchTelemetry = vi.mocked(fetchTelemetry)
+const mockFetchLapsComparison = vi.mocked(fetchLapsComparison)
+
+const results: EnrichedResult[] = [
+  {
+    driver_number: 1,
+    position: 1,
+    name_acronym: 'VER',
+    full_name: 'Max Verstappen',
+    team_name: 'Red Bull Racing',
+    team_colour: '3671C6',
+    dnf: false,
+    dns: false,
+    dsq: false,
+    duration: null,
+    gap_to_leader: null,
+    number_of_laps: 78,
+    points: 25,
+    session_key: 9472,
+    meeting_key: 1229,
+  },
+  {
+    driver_number: 44,
+    position: 2,
+    name_acronym: 'HAM',
+    full_name: 'Lewis Hamilton',
+    team_name: 'Ferrari',
+    team_colour: 'E8002D',
+    dnf: false,
+    dns: false,
+    dsq: false,
+    duration: null,
+    gap_to_leader: 5.1,
+    number_of_laps: 78,
+    points: 18,
+    session_key: 9472,
+    meeting_key: 1229,
+  },
+]
+
+const drivers: Driver[] = [
+  {
+    driver_number: 1,
+    name_acronym: 'VER',
+    full_name: 'Max Verstappen',
+    first_name: 'Max',
+    last_name: 'Verstappen',
+    team_name: 'Red Bull Racing',
+    team_colour: '3671C6',
+    headshot_url: '',
+    broadcast_name: 'M VERSTAPPEN',
+    session_key: 9472,
+    meeting_key: 1229,
+  },
+  {
+    driver_number: 44,
+    name_acronym: 'HAM',
+    full_name: 'Lewis Hamilton',
+    first_name: 'Lewis',
+    last_name: 'Hamilton',
+    team_name: 'Ferrari',
+    team_colour: 'E8002D',
+    headshot_url: '',
+    broadcast_name: 'L HAMILTON',
+    session_key: 9472,
+    meeting_key: 1229,
+  },
+]
+
+const comparison: LapsComparisonResponse = {
+  session_key: 9472,
+  sc_periods: [],
+  pit_laps: { '44': [19, 40] },
+  drivers: [
+    {
+      driver_number: 1,
+      name_acronym: 'VER',
+      team_colour: '3671C6',
+      laps: [
+        {
+          session_key: 9472,
+          driver_number: 1,
+          meeting_key: 1229,
+          lap_number: 1,
+          date_start: '2025-05-25T13:00:00.000Z',
+          lap_duration: 92.1,
+          is_pit_out_lap: false,
+        },
+        {
+          session_key: 9472,
+          driver_number: 1,
+          meeting_key: 1229,
+          lap_number: 2,
+          date_start: '2025-05-25T13:01:32.100Z',
+          lap_duration: 90.5,
+          is_pit_out_lap: false,
+        },
+      ],
+    },
+    {
+      driver_number: 44,
+      name_acronym: 'HAM',
+      team_colour: 'E8002D',
+      laps: [
+        {
+          session_key: 9472,
+          driver_number: 44,
+          meeting_key: 1229,
+          lap_number: 1,
+          date_start: '2025-05-25T13:00:01.000Z',
+          lap_duration: 93.0,
+          is_pit_out_lap: false,
+        },
+        {
+          session_key: 9472,
+          driver_number: 44,
+          meeting_key: 1229,
+          lap_number: 2,
+          date_start: '2025-05-25T13:01:34.000Z',
+          lap_duration: null,
+          is_pit_out_lap: true,
+        },
+        {
+          session_key: 9472,
+          driver_number: 44,
+          meeting_key: 1229,
+          lap_number: 3,
+          date_start: '2025-05-25T13:03:10.000Z',
+          lap_duration: 91.2,
+          is_pit_out_lap: false,
+        },
+      ],
+    },
+  ],
+}
+
+const nextSessionResults: EnrichedResult[] = [
+  {
+    driver_number: 16,
+    position: 1,
+    name_acronym: 'LEC',
+    full_name: 'Charles Leclerc',
+    team_name: 'Ferrari',
+    team_colour: 'E8002D',
+    dnf: false,
+    dns: false,
+    dsq: false,
+    duration: null,
+    gap_to_leader: null,
+    number_of_laps: 57,
+    points: 25,
+    session_key: 9550,
+    meeting_key: 1234,
+  },
+  {
+    driver_number: 55,
+    position: 2,
+    name_acronym: 'SAI',
+    full_name: 'Carlos Sainz',
+    team_name: 'Williams',
+    team_colour: '64C4FF',
+    dnf: false,
+    dns: false,
+    dsq: false,
+    duration: null,
+    gap_to_leader: 3.2,
+    number_of_laps: 57,
+    points: 18,
+    session_key: 9550,
+    meeting_key: 1234,
+  },
+]
+
+const nextSessionDrivers: Driver[] = [
+  {
+    driver_number: 16,
+    name_acronym: 'LEC',
+    full_name: 'Charles Leclerc',
+    first_name: 'Charles',
+    last_name: 'Leclerc',
+    team_name: 'Ferrari',
+    team_colour: 'E8002D',
+    headshot_url: '',
+    broadcast_name: 'C LECLERC',
+    session_key: 9550,
+    meeting_key: 1234,
+  },
+  {
+    driver_number: 55,
+    name_acronym: 'SAI',
+    full_name: 'Carlos Sainz',
+    first_name: 'Carlos',
+    last_name: 'Sainz',
+    team_name: 'Williams',
+    team_colour: '64C4FF',
+    headshot_url: '',
+    broadcast_name: 'C SAINZ',
+    session_key: 9550,
+    meeting_key: 1234,
+  },
+]
+
+function renderCompareView(
+  props: {
+    sessionKey?: number
+    results?: EnrichedResult[]
+    drivers?: Driver[]
+  } = {},
+) {
+  const client = new QueryClient({
+    defaultOptions: { queries: { retry: false } },
+  })
+  return render(
+    <QueryClientProvider client={client}>
+      <CompareView
+        sessionKey={props.sessionKey ?? 9472}
+        results={props.results ?? results}
+        drivers={props.drivers ?? drivers}
+      />
+    </QueryClientProvider>,
+  )
+}
+
+describe('compare mapping helpers', () => {
+  it('defaults to top two finishers', () => {
+    expect(defaultCompareDriverNumbers(results, drivers)).toEqual([1, 44])
+  })
+
+  it('maps comparison laps to delta series with null pit laps', () => {
+    const series = comparisonToDeltaSeries(comparison, [1, 44], drivers)
+    expect(series).toHaveLength(2)
+    expect(series[0].label).toBe('VER')
+    expect(series[1].lapTimes[1]).toBeNull()
+
+    const deltas = computeCumulativeDeltas(series, 'VER')
+    expect(deltas[0].deltas[0]).toBeCloseTo(0.9)
+  })
+
+  it('maps car data to trace series', () => {
+    const trace = carDataToTraceSeries(
+      [
+        {
+          speed: 300,
+          throttle: 100,
+          brake: 0,
+          date: '',
+          driver_number: 1,
+          drs: 0,
+          meeting_key: 1,
+          n_gear: 8,
+          rpm: 12000,
+          session_key: 1,
+        },
+      ],
+      'VER',
+      '#3671C6',
+    )
+    expect(trace.samples[0]).toEqual({ speed: 300, throttle: 100, brake: 0 })
+  })
+
+  it('filters car data to best lap window', () => {
+    const best = findBestLap(comparison.drivers[0].laps)
+    expect(best?.lap_number).toBe(2)
+
+    const samples = [
+      {
+        date: '2025-05-25T13:01:32.100Z',
+        speed: 280,
+        throttle: 90,
+        brake: 0,
+        driver_number: 1,
+        drs: 0,
+        meeting_key: 1229,
+        n_gear: 7,
+        rpm: 11000,
+        session_key: 9472,
+      },
+      {
+        date: '2025-05-25T13:00:00.000Z',
+        speed: 200,
+        throttle: 50,
+        brake: 10,
+        driver_number: 1,
+        drs: 0,
+        meeting_key: 1229,
+        n_gear: 4,
+        rpm: 9000,
+        session_key: 9472,
+      },
+    ]
+
+    const filtered = filterCarDataToLap(samples, best!)
+    expect(filtered).toHaveLength(1)
+    expect(filtered[0].speed).toBe(280)
+  })
+
+  it('builds best-lap trace series from car data and laps', () => {
+    const series = buildBestLapTraceSeries(
+      [
+        {
+          date: '2025-05-25T13:01:33.000Z',
+          speed: 310,
+          throttle: 100,
+          brake: 0,
+          driver_number: 1,
+          drs: 10,
+          meeting_key: 1229,
+          n_gear: 8,
+          rpm: 12000,
+          session_key: 9472,
+        },
+      ],
+      comparison.drivers[0].laps,
+      'VER',
+      '#3671C6',
+    )
+    expect(series?.samples).toHaveLength(1)
+    expect(series?.samples[0].speed).toBe(310)
+  })
+
+  it('maps laps to lap time arrays with nulls', () => {
+    expect(lapsToLapTimes(comparison.drivers[1].laps)).toEqual([93.0, null, 91.2])
+  })
+
+  it('formats pit lap captions', () => {
+    expect(formatPitLapsCaption(comparison.pit_laps, [1, 44], comparison, drivers)).toBe(
+      'Pit stops — HAM: L19, L40',
+    )
+  })
+})
+
+describe('CompareView', () => {
+  beforeEach(() => {
+    vi.clearAllMocks()
+    mockFetchLapsComparison.mockResolvedValue(comparison)
+    mockFetchTelemetry.mockResolvedValue([
+      {
+        date: '2025-05-25T13:01:33.000Z',
+        speed: 310,
+        throttle: 100,
+        brake: 0,
+        driver_number: 1,
+        drs: 10,
+        meeting_key: 1229,
+        n_gear: 8,
+        rpm: 12000,
+        session_key: 9472,
+      },
+    ])
+  })
+
+  it('renders pickers defaulting to top two finishers', async () => {
+    renderCompareView()
+    expect(screen.getByTestId('compare-picker-a')).toHaveValue('1')
+    expect(screen.getByTestId('compare-picker-b')).toHaveValue('44')
+    expect(screen.getAllByText('VER').length).toBeGreaterThan(0)
+    expect(screen.getAllByText('HAM').length).toBeGreaterThan(0)
+  })
+
+  it('resets the selected pair when the mounted session changes', async () => {
+    const { rerender } = renderCompareView()
+
+    fireEvent.change(screen.getByTestId('compare-picker-a'), { target: { value: '44' } })
+    expect(screen.getByTestId('compare-picker-a')).toHaveValue('44')
+
+    rerender(
+      <QueryClientProvider client={new QueryClient({ defaultOptions: { queries: { retry: false } } })}>
+        <CompareView
+          sessionKey={9550}
+          results={nextSessionResults}
+          drivers={nextSessionDrivers}
+        />
+      </QueryClientProvider>,
+    )
+
+    await waitFor(() => {
+      expect(screen.getByTestId('compare-picker-a')).toHaveValue('16')
+      expect(screen.getByTestId('compare-picker-b')).toHaveValue('55')
+    })
+  })
+
+  it('renders telemetry and pace sections with mocked queries', async () => {
+    renderCompareView()
+
+    await waitFor(() => {
+      expect(mockFetchLapsComparison).toHaveBeenCalledWith(9472, [1, 44])
+    })
+
+    await waitFor(() => {
+      expect(screen.getByTestId('telemetry-trace')).toBeInTheDocument()
+    })
+
+    expect(screen.getByTestId('delta-time-graph')).toBeInTheDocument()
+    expect(screen.getByTestId('compare-pit-caption')).toHaveTextContent('HAM: L19, L40')
+  })
+
+  it('shows error state when comparison fetch fails', async () => {
+    mockFetchLapsComparison.mockRejectedValue(new Error('comparison unavailable'))
+    renderCompareView()
+
+    await waitFor(() => {
+      expect(screen.getByText('comparison unavailable')).toBeInTheDocument()
+    })
+  })
+
+  it('shows empty state when fewer than two drivers', () => {
+    const client = new QueryClient({ defaultOptions: { queries: { retry: false } } })
+    render(
+      <QueryClientProvider client={client}>
+        <CompareView sessionKey={9472} results={[]} drivers={[drivers[0]]} />
+      </QueryClientProvider>,
+    )
+    expect(screen.getByTestId('compare-view-empty')).toBeInTheDocument()
+  })
+})

frontend/src/test/meaning.test.ts

@@ -0,0 +1,71 @@
+import { describe, expect, it } from 'vitest'
+import {
+  INTERVAL_DRS_MAX_SECONDS,
+  INTERVAL_UNDERCUT_MAX_SECONDS,
+  INTERVAL_UNDERCUT_MIN_SECONDS,
+  MAX_POINTS_PER_ROUND,
+  TYRE_CLIFF_LAPS,
+  intervalMeaning,
+  pointsGapMeaning,
+  tyreAgeMeaning,
+} from '../lib/meaning'
+
+describe('intervalMeaning', () => {
+  it('returns DRS range below the threshold', () => {
+    expect(intervalMeaning(0.4)?.caption).toBe('DRS range')
+    expect(intervalMeaning(INTERVAL_DRS_MAX_SECONDS - 0.01)?.caption).toBe('DRS range')
+  })
+
+  it('returns undercut window in the middle band', () => {
+    expect(intervalMeaning(INTERVAL_UNDERCUT_MIN_SECONDS)?.caption).toBe('undercut window')
+    expect(intervalMeaning(2.0)?.caption).toBe('undercut window')
+    expect(intervalMeaning(INTERVAL_UNDERCUT_MAX_SECONDS)?.caption).toBe('undercut window')
+  })
+
+  it('returns null outside known bands', () => {
+    expect(intervalMeaning(INTERVAL_UNDERCUT_MAX_SECONDS + 0.5)).toBeNull()
+    expect(intervalMeaning(10)).toBeNull()
+    expect(intervalMeaning(null)).toBeNull()
+    expect(intervalMeaning(undefined)).toBeNull()
+    expect(intervalMeaning(-1)).toBeNull()
+  })
+})
+
+describe('tyreAgeMeaning', () => {
+  it('labels fresh, mid-life, and laps-to-cliff for SOFT', () => {
+    const cliff = TYRE_CLIFF_LAPS.SOFT
+    expect(tyreAgeMeaning('SOFT', 2)?.caption).toBe('fresh')
+    expect(tyreAgeMeaning('SOFT', Math.ceil(cliff * 0.5))?.caption).toBe('mid-life')
+    expect(tyreAgeMeaning('SOFT', cliff - 2)?.caption).toBe('~2 laps to cliff')
+    expect(tyreAgeMeaning('SOFT', cliff + 5)?.caption).toBe('past cliff')
+  })
+
+  it('handles unknown compounds with defaults', () => {
+    expect(tyreAgeMeaning('UNKNOWN', 3)?.caption).toBe('fresh')
+    expect(tyreAgeMeaning(undefined, 3)?.caption).toBe('fresh')
+  })
+
+  it('returns null for invalid age', () => {
+    expect(tyreAgeMeaning('MEDIUM', null)).toBeNull()
+    expect(tyreAgeMeaning('MEDIUM', -1)).toBeNull()
+  })
+})
+
+describe('pointsGapMeaning', () => {
+  it('computes catchable pts/round', () => {
+    const result = pointsGapMeaning(40, 4, 'VER')
+    expect(result?.caption).toBe('~10 pts/round')
+    expect(result?.title).toContain('VER')
+  })
+
+  it('marks uncatchable gaps', () => {
+    const max = 3 * MAX_POINTS_PER_ROUND
+    expect(pointsGapMeaning(max + 1, 3, 'VER')?.caption).toBe('out of reach')
+  })
+
+  it('returns null for leader or invalid input', () => {
+    expect(pointsGapMeaning(0, 4)).toBeNull()
+    expect(pointsGapMeaning(10, 0)).toBeNull()
+    expect(pointsGapMeaning(null, 4)).toBeNull()
+  })
+})

frontend/src/types.ts

@@ -158,6 +158,37 @@ export interface Lap {
   is_pit_out_lap: boolean
 }
 
+export interface CarDataSample {
+  brake: number
+  date: string
+  driver_number: number
+  drs: number
+  meeting_key: number
+  n_gear: number
+  rpm: number
+  session_key: number
+  speed: number
+  throttle: number
+}
+
+export interface ComparisonLap extends Lap {
+  compound?: string
+}
+
+export interface ComparisonDriver {
+  driver_number: number
+  name_acronym: string
+  team_colour: string
+  laps: ComparisonLap[]
+}
+
+export interface LapsComparisonResponse {
+  session_key: number
+  sc_periods: unknown[]
+  pit_laps: Record<string, number[]>
+  drivers: ComparisonDriver[]
+}
+
 export interface WeekendSession {
   session: Session
   source: 'local' | 'partial' | 'none' | 'cancelled'

internal/api/cache.go

@@ -94,6 +94,12 @@ func cacheDBPath() string {
 	return filepath.Join(".cache", "box-box", "cache.db")
 }
 
+// DefaultCacheDBPath returns the HTTP cache database path used by the OpenF1
+// client in both TUI and web modes.
+func DefaultCacheDBPath() string {
+	return cacheDBPath()
+}
+
 // ttlForURL determines the appropriate TTL based on the URL pattern.
 // Returns 0 (CacheTTLForever) for historical data that will never change.
 func ttlForURL(url string) time.Duration {

internal/api/openf1.go

@@ -623,6 +623,19 @@ func (c *OpenF1Client) GetTeamRadio(sessionKey, driverNumber int) ([]models.Team
 // to maximise the chance of finding data quickly.
 var candidateDrivers = []int{1, 11, 44, 16, 55, 4, 14, 63, 81, 24}
 
+// TrackOutlinePrefetchResult summarizes a season track-outline cache warming
+// run. Counts are scoped to the unique non-zero circuit keys in the provided
+// meeting list.
+type TrackOutlinePrefetchResult struct {
+	Year           int
+	UniqueCircuits int
+	CachedBefore   int
+	CachedAfter    int
+	Skipped        int
+	Fetched        int
+	Failed         int
+}
+
 // PrefetchTrackOutlines fetches GPS location data for every circuit in the
 // provided meeting list and stores it in the cache so the track map tab can
 // render during live sessions when the free-tier API is locked.
@@ -632,28 +645,58 @@ var candidateDrivers = []int{1, 11, 44, 16, 55, 4, 14, 63, 81, 24}
 // Errors per-circuit are silently ignored — this is a best-effort operation
 // and must never block or crash the main UI.
 func (c *OpenF1Client) PrefetchTrackOutlines(meetings []models.Meeting) {
+	year := time.Now().Year()
+	for _, m := range meetings {
+		if m.Year != 0 {
+			year = m.Year
+			break
+		}
+	}
+	_ = c.PrefetchTrackOutlinesForYear(year, meetings)
+}
+
+// PrefetchTrackOutlinesForYear fetches and caches track outlines for unique
+// circuits in the provided meeting list, storing them under the explicit season
+// year. Unlike PrefetchTrackOutlines, it returns accounting suitable for CLI
+// cache-warming workflows.
+func (c *OpenF1Client) PrefetchTrackOutlinesForYear(year int, meetings []models.Meeting) TrackOutlinePrefetchResult {
 	const maxWorkers = 3
 
-	year := time.Now().Year()
+	result := TrackOutlinePrefetchResult{Year: year}
-
+	uniqueByCircuit := make(map[int]models.Meeting)
-	// Filter to meetings that need fetching.
+	var unique []models.Meeting
-	var pending []models.Meeting
 	for _, m := range meetings {
 		if m.CircuitKey == 0 {
 			continue
 		}
+		if _, exists := uniqueByCircuit[m.CircuitKey]; exists {
+			continue
+		}
+		uniqueByCircuit[m.CircuitKey] = m
+		unique = append(unique, m)
+	}
+
+	result.UniqueCircuits = len(unique)
+
+	// Filter to meetings that need fetching.
+	var pending []models.Meeting
+	for _, m := range unique {
 		if _, ok := c.cache.GetTrackOutline(m.CircuitKey, year); ok {
+			result.CachedBefore++
+			result.Skipped++
 			continue // already cached for this season
 		}
 		pending = append(pending, m)
 	}
 
 	if len(pending) == 0 {
-		return
+		result.CachedAfter = result.CachedBefore
+		return result
 	}
 
 	sem := make(chan struct{}, maxWorkers)
 	var wg sync.WaitGroup
+	var mu sync.Mutex
 
 	for _, mtg := range pending {
 		mtg := mtg // capture
@@ -662,19 +705,34 @@ func (c *OpenF1Client) PrefetchTrackOutlines(meetings []models.Meeting) {
 		go func() {
 			defer wg.Done()
 			defer func() { <-sem }()
-			c.prefetchCircuit(mtg, year)
+			ok := c.prefetchCircuit(mtg, year)
+			mu.Lock()
+			if ok {
+				result.Fetched++
+			} else {
+				result.Failed++
+			}
+			mu.Unlock()
 		}()
 	}
 
 	wg.Wait()
+
+	for _, m := range unique {
+		if _, ok := c.cache.GetTrackOutline(m.CircuitKey, year); ok {
+			result.CachedAfter++
+		}
+	}
+
+	return result
 }
 
 // prefetchCircuit fetches the track outline for a single meeting and stores it.
 // It prefers completed sessions (past date_end) so the data is full and stable.
-func (c *OpenF1Client) prefetchCircuit(mtg models.Meeting, year int) {
+func (c *OpenF1Client) prefetchCircuit(mtg models.Meeting, year int) bool {
 	sessions, err := c.GetSessionsForMeeting(int(mtg.MeetingKey))
 	if err != nil || len(sessions) == 0 {
-		return
+		return false
 	}
 
 	// Pick the best session: prefer a completed race, then any session with
@@ -696,7 +754,7 @@ func (c *OpenF1Client) prefetchCircuit(mtg models.Meeting, year int) {
 		}
 	}
 	if bestSession == nil {
-		return
+		return false
 	}
 
 	// Try candidate drivers in order until we find one with enough points.
@@ -706,7 +764,7 @@ func (c *OpenF1Client) prefetchCircuit(mtg models.Meeting, year int) {
 			continue
 		}
 		// Store under the circuit key for this year and stop.
-		_ = c.cache.SetTrackOutline(mtg.CircuitKey, year, locs)
+		return c.cache.SetTrackOutline(mtg.CircuitKey, year, locs) == nil
-		return
 	}
+	return false
 }

internal/api/track_outline_prefetch_test.go

@@ -0,0 +1,109 @@
+package api
+
+import (
+	"encoding/json"
+	"net/http"
+	"net/http/httptest"
+	"strconv"
+	"testing"
+	"time"
+
+	"github.com/AmanTahiliani/box-box/internal/models"
+)
+
+func newTrackOutlineTestClient(t *testing.T, srvURL string) *OpenF1Client {
+	t.Helper()
+	t.Setenv("HOME", t.TempDir())
+	t.Setenv("XDG_CACHE_HOME", t.TempDir())
+
+	c := NewOpenF1Client(srvURL, 5*time.Second)
+	c.pacer = &requestPacer{}
+	t.Cleanup(func() { _ = c.Close() })
+	return c
+}
+
+func TestPrefetchTrackOutlinesForYearSkipsCachedAndWritesLocations(t *testing.T) {
+	var sessionsByMeeting = map[string][]models.Session{
+		"202": {
+			{
+				SessionKey:  9002,
+				SessionName: "Race",
+				MeetingKey:  202,
+				CircuitKey:  2,
+				DateEnd:     "2026-01-01T12:00:00+00:00",
+			},
+		},
+	}
+	var sessionsRequested []string
+	var locationsRequested []string
+
+	srv := httptest.NewServer(http.HandlerFunc(func(w http.ResponseWriter, r *http.Request) {
+		switch r.URL.Path {
+		case "/v1/sessions":
+			meetingKey := r.URL.Query().Get("meeting_key")
+			sessionsRequested = append(sessionsRequested, meetingKey)
+			_ = json.NewEncoder(w).Encode(sessionsByMeeting[meetingKey])
+		case "/v1/location":
+			sessionKey := r.URL.Query().Get("session_key")
+			driverNumber := r.URL.Query().Get("driver_number")
+			locationsRequested = append(locationsRequested, sessionKey+"/"+driverNumber)
+			_ = json.NewEncoder(w).Encode(testLocations(9002, 1, 51))
+		default:
+			t.Fatalf("unexpected request path %s", r.URL.Path)
+		}
+	}))
+	defer srv.Close()
+
+	client := newTrackOutlineTestClient(t, srv.URL)
+	if err := client.Cache().SetTrackOutline(1, 2026, testLocations(9001, 1, 51)); err != nil {
+		t.Fatalf("SetTrackOutline() error = %v", err)
+	}
+
+	result := client.PrefetchTrackOutlinesForYear(2026, []models.Meeting{
+		{MeetingKey: 101, Year: 2026, Circuit: models.Circuit{CircuitKey: 1}},
+		{MeetingKey: 202, Year: 2026, Circuit: models.Circuit{CircuitKey: 2}},
+		{MeetingKey: 303, Year: 2026, Circuit: models.Circuit{CircuitKey: 2}},
+	})
+
+	if result.UniqueCircuits != 2 {
+		t.Fatalf("UniqueCircuits = %d, want 2", result.UniqueCircuits)
+	}
+	if result.CachedBefore != 1 || result.Skipped != 1 || result.Fetched != 1 || result.Failed != 0 || result.CachedAfter != 2 {
+		t.Fatalf("unexpected result: %+v", result)
+	}
+	if got, want := len(sessionsRequested), 1; got != want {
+		t.Fatalf("sessions requested %d time(s), want %d: %v", got, want, sessionsRequested)
+	}
+	if sessionsRequested[0] != "202" {
+		t.Fatalf("requested meeting %s, want 202", sessionsRequested[0])
+	}
+	if got, want := len(locationsRequested), 1; got != want {
+		t.Fatalf("locations requested %d time(s), want %d: %v", got, want, locationsRequested)
+	}
+	if locationsRequested[0] != "9002/1" {
+		t.Fatalf("requested location %s, want 9002/1", locationsRequested[0])
+	}
+
+	locs, ok := client.Cache().GetTrackOutline(2, 2026)
+	if !ok {
+		t.Fatal("expected circuit 2 outline to be cached")
+	}
+	if len(locs) != 51 {
+		t.Fatalf("cached %d locations, want 51", len(locs))
+	}
+}
+
+func testLocations(sessionKey, driverNumber, count int) []models.Location {
+	locs := make([]models.Location, count)
+	for i := range locs {
+		locs[i] = models.Location{
+			Date:         "2026-01-01T12:00:" + strconv.Itoa(i%60) + "+00:00",
+			DriverNumber: driverNumber,
+			MeetingKey:   202,
+			SessionKey:   sessionKey,
+			X:            float64(i),
+			Y:            float64(i * 2),
+		}
+	}
+	return locs
+}