diff --git a/packages/experimental/client-ui-perf/README.i18n.yaml b/packages/experimental/client-ui-perf/README.i18n.yaml
index c3ccf43d78..868b8e40fd 100644
--- a/packages/experimental/client-ui-perf/README.i18n.yaml
+++ b/packages/experimental/client-ui-perf/README.i18n.yaml
@@ -24,8 +24,8 @@
   en: e001601f2f9779b1
   zh: 077d3703b8c82774
 /deepseek-ai-dsh-experimental-client-ui-perf/understand-the-implementation:
-  en: 289e8a539820fa4d
-  zh: 5dad2cfac77761e8
+  en: 611ac4f20831030d
+  zh: 11051434b5271feb
 /deepseek-ai-dsh-experimental-client-ui-perf/further-exploration:
   en: 285cfe1d7a99af34
   zh: fbcee76e0c2f20fb
diff --git a/packages/experimental/client-ui-perf/README.md b/packages/experimental/client-ui-perf/README.md
index 5933f3a1ac..15437c315d 100644
--- a/packages/experimental/client-ui-perf/README.md
+++ b/packages/experimental/client-ui-perf/README.md
@@ -57,6 +57,8 @@ Four Conversation Definitions fold the event window into nodes for one view targ
 | `src/client/PerfView.tsx` | Scrollport with scroll-to-top paging, table, time bars, step accordion, copy controls, and the prompt image pill with its preview and viewer |
 | `src/client/locales.ts` | Every visible string, in Chinese, English, and Japanese |
 
+The turn cache-hit cell is token-weighted across the steps that reported usage (summed cache reads ÷ summed prompt tokens), so one transient cold step is not hidden by a warmer neighbour; the tooltip shows the summed read/input/write breakdown. A step row keeps its own measured share.
+
 Windows are bounded: when a step's `step/start` is outside the loaded window, its start-dependent columns show `—` with a `start unknown` marker rather than a guessed value. Scrolling to the top asks the Session for one older page; the view offsets the scroll position by the height it prepended, so the row being read stays in place.
 
 </details>
diff --git a/packages/experimental/client-ui-perf/README.zh.md b/packages/experimental/client-ui-perf/README.zh.md
index 53ba30d94c..4427e2454f 100644
--- a/packages/experimental/client-ui-perf/README.zh.md
+++ b/packages/experimental/client-ui-perf/README.zh.md
@@ -57,6 +57,8 @@ kind: "package-reference"
 | `src/client/PerfView.tsx` | 表格、时间条、步骤手风琴、复制按钮，以及提问图片标签、预览与看图器 |
 | `src/client/locales.ts` | 全部可见文案，中、英、日三份 |
 
+轮次的缓存命中率按报了 usage 的各步做 token 加权（缓存读之和 ÷ 提示词 token 之和），不会因为相邻步命中高就把某一次冷启动盖掉；tooltip 展示汇总后的读/输入/写明细。步骤行仍显示该步自己的实测比例。
+
 会话窗口是有界的：某一步的 `step/start` 不在已加载窗口里时，与起点有关的列显示 `—` 并标「起止未知」，不估算数值。滚到顶部会向 Session 请求更早的一页；视图按新增内容的高度补偿滚动位置，正在读的行不会跳走。
 
 </details>
diff --git a/packages/experimental/client-ui-perf/src/client/PerfView.tsx b/packages/experimental/client-ui-perf/src/client/PerfView.tsx
index a022ca18c9..ea9ae378f2 100644
--- a/packages/experimental/client-ui-perf/src/client/PerfView.tsx
+++ b/packages/experimental/client-ui-perf/src/client/PerfView.tsx
@@ -150,6 +150,8 @@ interface MetricsValues {
   readonly tool: number | null
   readonly cacheRead: number | null
   readonly cacheWrite: number | null
+  /** Weighted prompt denominator of a turn's cache rate; step rows use `context`. */
+  readonly cacheContext?: number | null
   readonly ttftPending?: number
   readonly modelPending?: number
   readonly toolPending?: number
@@ -802,7 +804,9 @@ const COLUMN_DETAIL: Readonly<
     if (!isNumber(value.cacheRead) && !isNumber(value.cacheWrite)) return t('column.cache.title')
     const read = value.cacheRead ?? 0
     const write = value.cacheWrite ?? 0
-    const context = isNumber(value.context) ? value.context : read + write
+    const context = isNumber(value.cacheContext)
+      ? value.cacheContext
+      : isNumber(value.context) ? value.context : read + write
     const input = Math.max(0, context - read - write)
     return t('cache.detail', {
       read: formatTokens(read),
diff --git a/packages/experimental/client-ui-perf/src/client/perf-aggregate.ts b/packages/experimental/client-ui-perf/src/client/perf-aggregate.ts
index c57f1e4c6a..e2f6f23702 100644
--- a/packages/experimental/client-ui-perf/src/client/perf-aggregate.ts
+++ b/packages/experimental/client-ui-perf/src/client/perf-aggregate.ts
@@ -44,16 +44,26 @@ function turnContext(steps: readonly PerfStepMetrics[]): number | null {
   return context
 }
 
-/** Cache breakdown measured last in the turn, from the same step whose hit rate the row shows. */
-function turnCache(steps: readonly PerfStepMetrics[]): { read: number | null; write: number | null } {
-  let read: number | null = null
-  let write: number | null = null
+/** Token-weighted cache level of the turn, over the steps that reported both read and prompt tokens. */
+function turnCache(steps: readonly PerfStepMetrics[]): {
+  rate: number | null
+  read: number | null
+  write: number | null
+  context: number | null
+} {
+  let read = 0
+  let write = 0
+  let context = 0
+  let measured = false
   for (const step of steps) {
-    if (!isNumber(step.cacheHit)) continue
-    read = step.cacheRead
-    write = step.cacheWrite
+    if (!isNumber(step.cacheRead) || !isNumber(step.context)) continue
+    read += step.cacheRead
+    write += step.cacheWrite ?? 0
+    context += step.context
+    measured = true
   }
-  return { read, write }
+  const level = measured && context > 0 ? Math.min(1, read / context) : null
+  return { rate: level, read: measured ? read : null, write: measured ? write : null, context: measured ? context : null }
 }
 
 /** Tool tallies by descending count; ties keep call order. */
@@ -144,16 +154,12 @@ export function aggregateTurn(turn: number, steps: readonly PerfStepMetrics[]):
     && !last.running && isNumber(first.startTime) && isNumber(last.endTime)
     ? Math.max(0, last.endTime - first.startTime)
     : null
-  // Last cache hit measured in the turn: the prompt grows, so the tail value is
-  // the turn's actual level rather than the first step's cold start.
-  let cacheHit: number | null = null
   let answer: string | null = null
   let retries = 0
   let toolErrors = 0
   let toolOutput = 0
   let lastStepWall: number | null = null
   for (const step of steps) {
-    if (isNumber(step.cacheHit)) cacheHit = step.cacheHit
     if (step.answer !== null) answer = step.answer
     retries += step.retries
     toolErrors += step.toolErrors
@@ -182,9 +188,10 @@ export function aggregateTurn(turn: number, steps: readonly PerfStepMetrics[]):
     toolWall: toolWallMeasured ? toolWallSum : null,
     toolPending: toolPairable === 0 ? 0 : toolPending,
     tools: toolCounts,
-    cacheHit,
+    cacheHit: cache.rate,
     cacheRead: cache.read,
     cacheWrite: cache.write,
+    cacheContext: cache.context,
     retries,
     toolErrors,
     toolOutput,
diff --git a/packages/experimental/client-ui-perf/src/client/perf-contract.ts b/packages/experimental/client-ui-perf/src/client/perf-contract.ts
index 84c77b10ec..59ef8c68ff 100644
--- a/packages/experimental/client-ui-perf/src/client/perf-contract.ts
+++ b/packages/experimental/client-ui-perf/src/client/perf-contract.ts
@@ -139,10 +139,14 @@ export interface PerfTurnMetrics {
   readonly toolWall: number | null
   readonly toolPending: number
   readonly tools: readonly PerfToolCount[]
+  /** Token-weighted cache-read share across the steps that reported usage. */
   readonly cacheHit: number | null
-  /** Cache breakdown of the last step that reported usage, for the turn tooltip. */
+  /** Cache-read tokens summed across the steps that reported usage. */
   readonly cacheRead: number | null
+  /** Cache-write tokens summed across the steps that reported usage. */
   readonly cacheWrite: number | null
+  /** Prompt tokens summed across the steps that reported usage; the weight of `cacheHit`. */
+  readonly cacheContext: number | null
   readonly retries: number
   readonly toolErrors: number
   readonly toolOutput: number
diff --git a/packages/experimental/client-ui-perf/tests/perf-metrics.client.spec.ts b/packages/experimental/client-ui-perf/tests/perf-metrics.client.spec.ts
index f95709e1a4..056febebed 100644
--- a/packages/experimental/client-ui-perf/tests/perf-metrics.client.spec.ts
+++ b/packages/experimental/client-ui-perf/tests/perf-metrics.client.spec.ts
@@ -204,30 +204,35 @@ describe('turn aggregation', () => {
     expect(noOutput.tps).toBeNull()
   })
 
-  it('keeps the last measured context and cache level of the turn', () => {
+  it('weights the turn cache level by measured prompt tokens and keeps the last context', () => {
     const turn = aggregateTurn(4, [
-      metricsOf({ step: 1, context: 100, cacheHit: 0.2, cacheRead: 10, cacheWrite: 5, wall: 10 }),
-      metricsOf({ step: 2, context: 200, cacheHit: 0.5, cacheRead: 20, cacheWrite: 6, wall: 20 }),
+      metricsOf({ step: 1, context: 100, cacheHit: 0.2, cacheRead: 20, cacheWrite: 5, wall: 10 }),
+      metricsOf({ step: 2, context: 200, cacheHit: 0.5, cacheRead: 100, cacheWrite: 6, wall: 20 }),
       metricsOf({ step: 3, context: 300, wall: 30 }),
     ])
     expect(turn.context).toBe(300)
-    expect(turn.cacheHit).toBe(0.5)
-    expect(turn.cacheRead).toBe(20)
-    expect(turn.cacheWrite).toBe(6)
+    expect(turn.cacheHit).toBeCloseTo(120 / 300)
+    expect(turn.cacheRead).toBe(120)
+    expect(turn.cacheWrite).toBe(11)
+    expect(turn.cacheContext).toBe(300)
     expect(turn.lastStepWall).toBe(30)
     const heldBack = aggregateTurn(4, [
-      metricsOf({ step: 1, context: 100, cacheHit: 0.2, cacheRead: 10, cacheWrite: 5, wall: 10 }),
+      metricsOf({ step: 1, context: 100, cacheHit: 0.2, cacheRead: 20, cacheWrite: 5, wall: 10 }),
       metricsOf({ step: 2, cacheHit: null, cacheRead: 99, cacheWrite: 99, wall: null }),
     ])
     expect(heldBack.context).toBe(100)
     expect(heldBack.cacheHit).toBe(0.2)
-    expect(heldBack.cacheRead).toBe(10)
+    expect(heldBack.cacheRead).toBe(20)
     expect(heldBack.cacheWrite).toBe(5)
+    expect(heldBack.cacheContext).toBe(100)
     expect(heldBack.lastStepWall).toBe(10)
     const bare = aggregateTurn(4, [metricsOf({ cacheHit: 0.4 })])
-    expect(bare.cacheHit).toBe(0.4)
+    expect(bare.cacheHit).toBeNull()
     expect(bare.cacheRead).toBeNull()
     expect(bare.cacheWrite).toBeNull()
+    expect(bare.cacheContext).toBeNull()
+    const empty = aggregateTurn(4, [metricsOf({ context: 0, cacheRead: 0 })])
+    expect(empty.cacheHit).toBeNull()
   })
 
   it('sums the sequential step tool spans', () => {
diff --git a/packages/experimental/client-ui-perf/tests/perf-view.client.spec.tsx b/packages/experimental/client-ui-perf/tests/perf-view.client.spec.tsx
index 3ee80eabc0..ca6818a712 100644
--- a/packages/experimental/client-ui-perf/tests/perf-view.client.spec.tsx
+++ b/packages/experimental/client-ui-perf/tests/perf-view.client.spec.tsx
@@ -124,6 +124,7 @@ function turn(overrides: Partial<PerfTurnMetrics> = {}): PerfTurnMetrics {
     cacheHit: null,
     cacheRead: null,
     cacheWrite: null,
+    cacheContext: null,
     retries: 0,
     toolErrors: 0,
     toolOutput: 0,
@@ -728,8 +729,9 @@ describe('turn rows', () => {
         turn({ turn: 2, cacheHit: 0.1, cacheRead: null, cacheWrite: 200, context: 1_000 }),
         turn({ turn: 3, cacheHit: 0.4, cacheRead: 100, cacheWrite: null, context: null }),
         turn({ turn: 4, cacheHit: 0.2, cacheRead: null, cacheWrite: null }),
+        turn({ turn: 5, cacheHit: 0.15, cacheRead: 100, cacheWrite: 200, cacheContext: 2_000 }),
       ],
-      stepCount: 4,
+      stepCount: 5,
     })
     const full = cellsOf(rowWithPrefix(say('turn.label', { turn: 1 })))
     expect(full[5]?.getAttribute('title')).toBe(say('cache.detail', {
@@ -747,6 +749,10 @@ describe('turn rows', () => {
     expect(readOnly[3]?.textContent).toBe('—')
     const absent = cellsOf(rowWithPrefix(say('turn.label', { turn: 4 })))
     expect(absent[5]?.getAttribute('title')).toBe(say('column.cache.title'))
+    const weighted = cellsOf(rowWithPrefix(say('turn.label', { turn: 5 })))
+    expect(weighted[5]?.getAttribute('title')).toBe(say('cache.detail', {
+      read: formatTokens(100), input: formatTokens(1_700), write: formatTokens(200),
+    }))
   })
 
   it('scales turn bars against the turns visible on screen', () => {