diff --git a/.agents/notes/implemented/bug-fix/2026-08-05-context-meter-blind-to-compaction.i18n.yaml b/.agents/notes/implemented/bug-fix/2026-08-05-context-meter-blind-to-compaction.i18n.yaml
new file mode 100644
index 0000000000..3d9fef5b34
--- /dev/null
+++ b/.agents/notes/implemented/bug-fix/2026-08-05-context-meter-blind-to-compaction.i18n.yaml
@@ -0,0 +1,6 @@
+# Bilingual-pair consistency record (docs/i18n/README.md): the git blob hash of each
+# side as of the last confirmed-consistent state. Both languages carry equal authority;
+# after editing either side, bring the other along and re-record with:
+# pnpm run verify-translation-pairing --write .agents/notes/implemented/bug-fix/2026-08-05-context-meter-blind-to-compaction.md
+2026-08-05-context-meter-blind-to-compaction.md: ab39ae4e109f238960fd60de5e5b61075344f525
+2026-08-05-context-meter-blind-to-compaction.zh.md: c93aa509530e48acf906b18ba85bab4c7d355d69
diff --git a/.agents/notes/implemented/bug-fix/2026-08-05-context-meter-blind-to-compaction.md b/.agents/notes/implemented/bug-fix/2026-08-05-context-meter-blind-to-compaction.md
new file mode 100644
index 0000000000..ab39ae4e10
--- /dev/null
+++ b/.agents/notes/implemented/bug-fix/2026-08-05-context-meter-blind-to-compaction.md
@@ -0,0 +1,46 @@
+# Agent Note: the context meter could not see a compaction
+
+Status: implemented
+
+English | [中文](2026-08-05-context-meter-blind-to-compaction.zh.md)
+
+## Problem
+
+The composer's [context meter](../feature/2026-08-05-composer-context-meter-breakdown.md) took its ring, percentage, and `~used / capacity` header from `contextPressure.pressureTokens`, the newest provider-reported prompt size. That number moves only when a request reports usage, and compaction reports none: `compact-basic` summarizes through a direct `ctx.llm.stream()` call and appends `compact/start`, `compact/summary`, the replacement `user/message`, and `compact/end` — no `assistant/message`, no usage chunk.
+
+So the meter was frozen across the one action taken to change it. Driving a real `compactNow` through the agent loop:
+
+```
+BEFORE compact: ring=4% header=~4227/100000 rows=[system 18, tools 0, messages 4365]
+AFTER compact: ring=4% header=~4227/100000 rows=[system 18, tools 0, messages 286]
+```
+
+The composition rows, which fold the surface, dropped by 93%. The ring — the primary affordance, and the reason a user opens the panel right after compacting — did not move at all, and would not until an entire further turn completed. The panel then showed a header and rows disagreeing by more than an order of magnitude, at exactly the moment a reader was most likely to add the rows up.
+
+## Decision
+
+`contextPressure` publishes a second numerator, `projectedTokens`: the provider sample plus the heuristic repricing of everything the surface gained or lost since that sample was taken, clamped at zero. The fold carries the priced surface through the shared `surface-fold.ts` and stamps `sampledSurfaceTokens` when a usage sample lands — **before** the same event joins the surface, so an `assistant/message` anchors against the surface its own request actually carried. `stateVersion` moves to 3.
+
+Only the delta is estimated. The anchor stays provider-exact, which keeps the estimator's systematic CJK and JSON-schema underpricing out of the occupancy figure while still letting the number react the moment content lands or a span is shadowed. `contextOccupancy` reads `projectedTokens` and falls back to the bare sample, so a projection restored from a pre-field checkpoint degrades to the old behavior instead of vanishing.
+
+This reverses the "the ring, header, and bar length stay provider-exact" half of the [context meter decision](../feature/2026-08-05-composer-context-meter-breakdown.md). What that decision was protecting — not fabricating precision by scaling heuristic rows to a provider total — is preserved: the rows are still unscaled, and the header still does not equal their sum. What changed is the recognition that "provider-exact but describing a request two compactions ago" is not the more truthful figure.
+
+## Alternatives considered
+
+**Project `measure().totalTokens` instead.** The measurement service already composes exactly this (`baseline` anchor plus signed `surfaceDeltaTokens`), and it reacts correctly — measured at 4383 → 304 across the same compaction. But it is a service over private replay state, not a pure fold, and a projection cannot call it. Reproducing its anchor inside a `ProjectionDefinition` needs `_estimateProviderAssistant`'s random access to the chunk provenance (`session.events[seq]`), which `apply(state, event)` does not have. Anchoring on the sampled surface total is the same idea reachable from a pure per-event fold.
+
+**Emit a synthetic usage record at the end of compaction.** Would move `pressureTokens` itself, but the only usage compaction holds is the summarization request's own — a different prompt entirely. Recording it as the conversation's prompt size would be a lie in the durable log rather than in one display.
+
+**Let the UI subtract, exposing `sampledSurfaceTokens` and reading `contextBreakdown.messageTokens`.** Splits one figure's arithmetic across two projections and the client. The host owns the vocabulary; it should publish the whole value.
+
+## Consequences
+
+Occupancy now advances with every surface event rather than once per turn, so the ring creeps up as a turn produces tool results instead of jumping at its end — and drops the instant a compaction lands. That is more projection frames on the wire: one per surface event for `contextPressure`, the rate `contextBreakdown` already ran at.
+
+The panel's composition rows still do not sum to the header, and now for one clearly-stated reason instead of two: the rows carry the estimator's error, the header's anchor does not. The remaining lever is estimator accuracy (CJK-aware weighting in `estimate.ts`), which changes no seam.
+
+`sampledSurfaceTokens` assumes nothing joins the surface between a step's request and its usage report. The loop admits steering and context before `buildRequest` and drains tool results after `assistant/message`, so that holds; if it ever stops holding, the error is bounded by one message and self-corrects at the next sample.
+
+## Testing
+
+`packages/llm/token-meter/tests/token-usage-projection.spec.ts` covers the carry-forward across surface growth and a compaction (the sample holding still while the projection shrinks) and the zero clamp when heuristic error would drive the figure negative. `packages/client/ui-conversation/tests/context-meter.spec.tsx` pins the ring reading the projected figure, and `chat-stats-bash-sample.spec.tsx` pins `contextOccupancy`'s preference and its fallback. The end-to-end numbers above came from driving `BasicCompactService.compactNow` through a real `AgentLoop` with the projection registry mounted.
diff --git a/.agents/notes/implemented/bug-fix/2026-08-05-context-meter-blind-to-compaction.zh.md b/.agents/notes/implemented/bug-fix/2026-08-05-context-meter-blind-to-compaction.zh.md
new file mode 100644
index 0000000000..c93aa50953
--- /dev/null
+++ b/.agents/notes/implemented/bug-fix/2026-08-05-context-meter-blind-to-compaction.zh.md
@@ -0,0 +1,46 @@
+# Agent Note：上下文仪表看不见压缩
+
+Status: implemented
+
+[English](2026-08-05-context-meter-blind-to-compaction.md) | 中文
+
+## 问题
+
+composer 的[上下文仪表](../feature/2026-08-05-composer-context-meter-breakdown.md)的圆环、百分比与 `~已用 / 容量` 标题都取自 `contextPressure.pressureTokens`，即提供方报告的最新提示词规模。这个数字只在某个请求报告用量时才会移动，而压缩不报告用量：`compact-basic` 通过直连的 `ctx.llm.stream()` 调用生成摘要，只追加 `compact/start`、`compact/summary`、用作替换的 `user/message` 和 `compact/end`——没有 `assistant/message`，也没有用量分片。
+
+于是在唯一一个专门用来改变它的操作面前，这块仪表纹丝不动。通过真实 agent loop 驱动一次 `compactNow`：
+
+```
+BEFORE compact: ring=4% header=~4227/100000 rows=[system 18, tools 0, messages 4365]
+AFTER compact: ring=4% header=~4227/100000 rows=[system 18, tools 0, messages 286]
+```
+
+折叠表层得出的组成明细行下降了 93%。而圆环——那个主要的可操作元素，也正是用户压缩完立刻会去点开面板的理由——完全没动，而且要等到又跑完一整轮才会动。此时面板上的标题与明细行相差一个数量级以上，恰恰发生在读者最可能去把明细行加总的时刻。
+
+## 决策
+
+`contextPressure` 发布第二个分子 `projectedTokens`：在提供方样本之上，加上自取样以来表层增减部分的启发式重新计价，下界钳制为零。该折叠通过共享的 `surface-fold.ts` 携带已计价的表层，并在用量样本落地时记下 `sampledSurfaceTokens`——记录时机在同一条事件加入表层**之前**，因此 `assistant/message` 锚定的正是它自己那次请求实际携带的表层。`stateVersion` 提升到 3。
+
+只有增量部分是估算的。锚点保持提供方精确值，从而把估算器对 CJK 文本与 JSON schema 的系统性低估挡在占用率数字之外，同时又让这个数字能在内容落地或某段区间被遮蔽的瞬间做出反应。`contextOccupancy` 读取 `projectedTokens`，并回退到裸样本，因此从不含该字段的检查点恢复出来的投影会退化为旧行为，而不是直接消失。
+
+这推翻了[上下文仪表决策](../feature/2026-08-05-composer-context-meter-breakdown.md)中「圆环、标题与进度条总长保持提供方精确值」的那一半。那条决策真正想守住的东西——不要把启发式明细行按比例缩放到提供方总量、从而伪造精度——依然守住了：明细行仍未被缩放，标题仍不等于它们之和。改变的是这样一个认识：「提供方精确、但描述的是两次压缩之前那个请求」并不是更真实的数字。
+
+## 备选方案
+
+**改为投影 `measure().totalTokens`。** 测量服务本来就合成了正是这个量（`baseline` 锚点加有符号的 `surfaceDeltaTokens`），而且反应正确——同一次压缩前后实测为 4383 → 304。但它是一个建立在私有重放状态上的服务，不是纯折叠，投影无法调用它。要在 `ProjectionDefinition` 内部复现它的锚点，需要 `_estimateProviderAssistant` 对分片来源的随机访问（`session.events[seq]`），而 `apply(state, event)` 拿不到。以取样时的表层总量作为锚点，是同一个思路在纯逐事件折叠中可达的版本。
+
+**在压缩结束时补写一条合成的用量记录。** 这确实能推动 `pressureTokens` 本身，但压缩手上唯一的用量是摘要请求自己的用量——那是完全另一个提示词。把它记成本对话的提示词规模，等于把谎言写进持久日志，而不只是写进某一处展示。
+
+**让 UI 自己做减法：暴露 `sampledSurfaceTokens`，再读 `contextBreakdown.messageTokens`。** 这会把一个数字的算术拆散到两个投影和客户端三处。词汇的所有者是宿主，就应当由它发布完整值。
+
+## 影响
+
+占用率现在随每个表层事件推进，而不再是每轮跳一次，因此一轮中产生工具结果时圆环会持续爬升，而不是等到轮次结束才跳变——压缩落地的瞬间它也会掉下来。代价是线路上多了投影帧：`contextPressure` 每个表层事件推一帧，也就是 `contextBreakdown` 本来就在跑的频率。
+
+面板的组成明细行仍然加不出标题数字，但现在只剩一个能讲清楚的原因，而不是两个：明细行带着估算器的误差，标题的锚点不带。剩下的抓手是估算精度（在 `estimate.ts` 里做 CJK 感知加权），它不改动任何 seam。
+
+`sampledSurfaceTokens` 依赖一个前提：在某个步骤的请求与它的用量报告之间，不会有新内容加入表层。循环在 `buildRequest` 之前接纳 steering 与 context，在 `assistant/message` 之后才排空工具结果，因此该前提成立；即便将来不再成立，误差也被限制在一条消息以内，并在下一个样本处自行纠正。
+
+## 测试
+
+`packages/llm/token-meter/tests/token-usage-projection.spec.ts` 覆盖了样本在表层增长与一次压缩上的推进（样本保持不动而投影值缩小），以及启发式误差会把数字压到负数时的零钳制。`packages/client/ui-conversation/tests/context-meter.spec.tsx` 钉住圆环读取投影值这一点，`chat-stats-bash-sample.spec.tsx` 钉住 `contextOccupancy` 的优先级与回退。上面那组端到端数字来自在挂载了投影注册表的真实 `AgentLoop` 上驱动 `BasicCompactService.compactNow`。
diff --git a/.agents/notes/implemented/feature/2026-08-05-composer-context-meter-breakdown.i18n.yaml b/.agents/notes/implemented/feature/2026-08-05-composer-context-meter-breakdown.i18n.yaml
index 9b17117489..059f6d2a0e 100644
--- a/.agents/notes/implemented/feature/2026-08-05-composer-context-meter-breakdown.i18n.yaml
+++ b/.agents/notes/implemented/feature/2026-08-05-composer-context-meter-breakdown.i18n.yaml
@@ -2,5 +2,5 @@
# side as of the last confirmed-consistent state. Both languages carry equal authority;
# after editing either side, bring the other along and re-record with:
# pnpm run verify-translation-pairing --write .agents/notes/implemented/feature/2026-08-05-composer-context-meter-breakdown.md
-2026-08-05-composer-context-meter-breakdown.md: 299d6d7202c43138aa1c5bd8b45431eff437ebb1
-2026-08-05-composer-context-meter-breakdown.zh.md: caff48206aaa8e6cdbc3f56007b525388834794c
+2026-08-05-composer-context-meter-breakdown.md: a757bcbc8bc57f4c3a16f663a9c922155b8bb575
+2026-08-05-composer-context-meter-breakdown.zh.md: 441fd3013f2db721527838955b5ce227865615f1
diff --git a/.agents/notes/implemented/feature/2026-08-05-composer-context-meter-breakdown.md b/.agents/notes/implemented/feature/2026-08-05-composer-context-meter-breakdown.md
index 299d6d7202..a757bcbc8b 100644
--- a/.agents/notes/implemented/feature/2026-08-05-composer-context-meter-breakdown.md
+++ b/.agents/notes/implemented/feature/2026-08-05-composer-context-meter-breakdown.md
@@ -16,7 +16,7 @@ Three cooperating pieces, one per package boundary:
`dsh-token-meter` extracts its pricing heuristic into `src/estimate.ts` and its positional surface fold into `src/surface-fold.ts` — both shared verbatim with the measurement service — and registers a third session projection, `contextBreakdown`, carrying `systemTokens` / `toolsTokens` / `messageTokens`. Envelope figures reprice last-wins on each `request/header` through `canonicalHeader`; the message figure replays `foldSurfaceTokens` over a per-node `{seq, tokens}` list, so it equals `measure().surfaceTokens` at every event boundary by construction and compaction shrinks it the way it shrinks the next request. The shared fold is total and allocation-fresh — it returns the next surface rather than mutating one — which keeps the service's validate-before-commit replay transaction intact: a throw leaves the replay cursor unmoved and the same malformed event fails identically on retry. A replace range absent from the folded surface throws: committed logs are surface-validated at append time, so an unresolvable range is log corruption, not a skippable event.
-`ui-conversation` moves context occupancy off the stats line (one home per fact) onto a composer-trailing `ContextMeter`: a 14px occupancy ring after the model seat fed by `contextPressure`, click-opening a panel that pairs the provider-exact percent and `~used / capacity` header with a 4px color-segmented bar and `~`-prefixed composition rows. The two vocabularies deliberately never reconcile — the ring, header, and bar length stay provider-exact while the heuristic shares only proportion the bar's colored segments and rows, each marked `~` because the fixed 4-chars-per-token heuristic systematically underprices CJK text and code. The header is one localized sentence (`context.aria`, shared with the ring's accessible name) split around its `{percent}` slot, so each locale owns the reading's position — English leads with it, Chinese trails it — while the reading keeps its own tone; a bar part whose width computes to zero is dropped rather than rendered, because `.segment`'s min-width would otherwise paint a filled sliver at 0% occupancy.
+`ui-conversation` moves context occupancy off the stats line (one home per fact) onto a composer-trailing `ContextMeter`: a 14px occupancy ring after the model seat fed by `contextPressure`, click-opening a panel that pairs the provider-exact percent and `~used / capacity` header with a 4px color-segmented bar and `~`-prefixed composition rows. The two vocabularies deliberately never reconcile — the heuristic shares only proportion the bar's colored segments and rows, each marked `~` because the fixed 4-chars-per-token heuristic systematically underprices CJK text and code. (The ring, header, and bar length were provider-exact as shipped here; they now read the provider-anchored `projectedTokens` instead, because the bare sample could not see a compaction — see [the meter's compaction blindness](../bug-fix/2026-08-05-context-meter-blind-to-compaction.md).) The header is one localized sentence (`context.aria`, shared with the ring's accessible name) split around its `{percent}` slot, so each locale owns the reading's position — English leads with it, Chinese trails it — while the reading keeps its own tone; a bar part whose width computes to zero is dropped rather than rendered, because `.segment`'s min-width would otherwise paint a filled sliver at 0% occupancy.
## Alternatives considered
diff --git a/.agents/notes/implemented/feature/2026-08-05-composer-context-meter-breakdown.zh.md b/.agents/notes/implemented/feature/2026-08-05-composer-context-meter-breakdown.zh.md
index caff48206a..441fd3013f 100644
--- a/.agents/notes/implemented/feature/2026-08-05-composer-context-meter-breakdown.zh.md
+++ b/.agents/notes/implemented/feature/2026-08-05-composer-context-meter-breakdown.zh.md
@@ -16,7 +16,7 @@ Web 聊天的统计行把上下文占用率作为一个行内数字（`Context N
`dsh-token-meter` 把计价启发式抽取到 `src/estimate.ts`、把位置表层折叠抽取到 `src/surface-fold.ts`（两者都与测量服务逐字共享），并注册第三个会话投影 `contextBreakdown`，携带 `systemTokens` / `toolsTokens` / `messageTokens`。envelope 数字在每条 `request/header` 上经 `canonicalHeader` 按后者胜重新计价；消息数字在逐节点 `{seq, tokens}` 列表上重放 `foldSurfaceTokens`，因此它在每个事件边界上按构造等于 `measure().surfaceTokens`，压缩会像缩小下一个请求那样缩小它。这份共享折叠是全函数且总是新建数组——返回下一个表层而不是原地改写——从而保留了服务侧「先校验再提交」的重放事务：抛出时重放游标不前进，同一条畸形事件在重试时报同样的错。折叠表层中不存在的替换范围会直接抛出：已提交日志在追加时就经过表层校验，无法解析的范围是日志损坏，而不是可跳过的事件。
-`ui-conversation` 把上下文占用率从统计行移走（一个事实一个家），放到 composer 尾部的 `ContextMeter`：模型座位之后的一枚 14px 占用圆环，由 `contextPressure` 供数，点击弹出的面板把提供方精确的百分比与 `~已用 / 容量` 标题，与 4px 分色分段进度条及带 `~` 前缀的组成明细行并列。两套口径刻意永不对账——圆环、标题与进度条总长保持提供方精确值，启发式占比只用于切分进度条的彩色分段与明细行，且每个启发式数字都标 `~`，因为固定的「4 字符≈1 token」启发式会系统性低估 CJK 文本与代码。标题是一整句本地化文案（`context.aria`，与圆环的无障碍名共用），在 `{percent}` 槽位处切开渲染，于是读数的位置由各语言自己决定——英文在前、中文在后——同时读数保留自己的字重；宽度算出为零的分段直接不渲染，否则 `.segment` 的 min-width 会在 0% 占用时画出一段填充色。
+`ui-conversation` 把上下文占用率从统计行移走（一个事实一个家），放到 composer 尾部的 `ContextMeter`：模型座位之后的一枚 14px 占用圆环，由 `contextPressure` 供数，点击弹出的面板把提供方精确的百分比与 `~已用 / 容量` 标题，与 4px 分色分段进度条及带 `~` 前缀的组成明细行并列。两套口径刻意永不对账——启发式占比只用于切分进度条的彩色分段与明细行，且每个启发式数字都标 `~`，因为固定的「4 字符≈1 token」启发式会系统性低估 CJK 文本与代码。（本记录落地时，圆环、标题与进度条总长取的是提供方精确值；它们现在改读锚定在提供方读数上的 `projectedTokens`，因为裸样本看不见压缩——见[仪表对压缩的失明](../bug-fix/2026-08-05-context-meter-blind-to-compaction.md)。）标题是一整句本地化文案（`context.aria`，与圆环的无障碍名共用），在 `{percent}` 槽位处切开渲染，于是读数的位置由各语言自己决定——英文在前、中文在后——同时读数保留自己的字重；宽度算出为零的分段直接不渲染，否则 `.segment` 的 min-width 会在 0% 占用时画出一段填充色。
## 备选方案
diff --git a/packages/client/connection/src/client/fixture.ts b/packages/client/connection/src/client/fixture.ts
index dff0069b87..7108debf25 100644
--- a/packages/client/connection/src/client/fixture.ts
+++ b/packages/client/connection/src/client/fixture.ts
@@ -835,7 +835,11 @@ function lastRequestContext(
/**
* Fixture parallel of token-meter's request-pressure projection: the last
* provider-reported prompt size paired with the last recorded capacity. The
- * two need not come from one request — see the token-meter README.
+ * two need not come from one request — see the token-meter README. The host's
+ * `projectedTokens` is deliberately absent: reproducing it would mean
+ * reimplementing the estimator client-side, and every consumer falls back to
+ * the bare sample, so a fixture-driven view simply lags a compaction the way
+ * the projection did before that field existed.
*/
function contextPressureOf(
log: readonly SessionEvent[],
diff --git a/packages/client/ui-conversation/README.i18n.yaml b/packages/client/ui-conversation/README.i18n.yaml
index a150c60af6..5ef55d85c5 100644
--- a/packages/client/ui-conversation/README.i18n.yaml
+++ b/packages/client/ui-conversation/README.i18n.yaml
@@ -2,5 +2,5 @@
# side as of the last confirmed-consistent state. Both languages carry equal authority;
# after editing either side, bring the other along and re-record with:
# pnpm run verify-translation-pairing --write packages/client/ui-conversation/README.md
-README.md: 6c3cbd6ddc83001561b9cac24be33ed99fb7e6df
-README.zh.md: 46cedbbd04e1fcb4071f736a80001cbadb643442
+README.md: c1da56ad05320dcfa896f87d80a1f60213804c27
+README.zh.md: e42088fa59b52c50841c007fc87dde938f8d779e
diff --git a/packages/client/ui-conversation/README.md b/packages/client/ui-conversation/README.md
index 6c3cbd6ddc..c1da56ad05 100644
--- a/packages/client/ui-conversation/README.md
+++ b/packages/client/ui-conversation/README.md
@@ -46,7 +46,7 @@ Per-session UI state for selection and the active view lives in the declared cha
The composer bar declares session-scoped single seats for `'conversation.input.plan'` (right of the local access-mode control) and `'conversation.input.model'` (immediately before the pending indicator and send/stop button), plus list slots for overlay, dock, left, and right input extensions. Feature packages own each control and its state; ui-conversation supplies placement, the `locked` owner prop, and the standard slot shares. The leading plus button is a Command launcher, not an attachment surface: it asks the session's `SlashController` to open only the `/` trigger's `command` source over the current textarea selection, while ui-slash's existing `MenuView` remains the sole floating menu and pick path. No file row, file input, upload protocol, or second menu component is introduced. While the `plan` projection's effective target is plan mode, InputBar swaps its textarea placeholder to the plan-task wording, localized through the `conversation` locale namespace this package registers (the `placeholder.plan` / `hint.plan` keys) and shared verbatim with the claimed `/plan` command hint (a host-folded value read through the standard-kit `useProjection`; owner-supplied placeholders win). A pending composer takeover remains mounted when another conversation view is active so the blocked agent can still receive its answer; without a pending interaction, the active-session composer belongs to Chat. The composer-bar slot itself is `session-maybe`: with no current session the same bar renders inert (machine faces absent, `disabled` owner prop) instead of swapping in a parallel disabled tree, so the textarea DOM survives the workspace pick; the strict-session control seats simply stay empty until a session exists.
-The chat stats line takes its token accounting from the generic token-meter `tokenUsage` projection read through the standard-kit `useProjection`: billed input is uncached input plus cache reads and writes; cache hit divides cache reads by that total. Visible nodes supply only the turn and step counts plus the LLM and tool wall times, which are window-scoped facts about what is on screen rather than accounting; durable token and context groups remain visible when compaction leaves no assistant node in the loaded window. The same window fold averages each recorded step's TTFT and divides sampled output tokens by their summed decode spans into a `TTFT avg … · … tok/s` group; a step missing a timing boundary or a usage sample drops out of those figures instead of skewing them. Each settled turn additionally appends hover-revealed `TTFT {s}s · {tps} tok/s` labels to its assistant footer after the `Ran for` duration — the turn's first-step TTFT and its turn-aggregate decode throughput — gated on the turn's timing being in the loaded window (a contiguous log suffix, so an in-window turn carries every one of its steps) and omitting whichever figure is unrecorded. A deployment without token-meter drops the token groups; when the line overflows, it elides with an ellipsis and a delayed hover tooltip carries the full text only while actually clipped. Context occupancy moved off the row onto the composer's trailing ContextMeter: a 14px occupancy ring after the model seat, fed by `contextPressure` and rendered only once both provider pressure and route capacity are known, that click-opens a panel pairing the provider-exact `percent used` header and `~used / capacity` figures with a color-segmented bar and `~`-prefixed heuristic composition rows (system prompt, tools, messages) from the `contextBreakdown` projection — the exact and heuristic vocabularies deliberately do not reconcile. Occupancy is deliberately an approximation — its numerator and capacity are independent last-wins projection fields, not one atomic request observation ([rationale](../../llm/token-meter/README.md)).
+The chat stats line takes its token accounting from the generic token-meter `tokenUsage` projection read through the standard-kit `useProjection`: billed input is uncached input plus cache reads and writes; cache hit divides cache reads by that total. Visible nodes supply only the turn and step counts plus the LLM and tool wall times, which are window-scoped facts about what is on screen rather than accounting; durable token and context groups remain visible when compaction leaves no assistant node in the loaded window. The same window fold averages each recorded step's TTFT and divides sampled output tokens by their summed decode spans into a `TTFT avg … · … tok/s` group; a step missing a timing boundary or a usage sample drops out of those figures instead of skewing them. Each settled turn additionally appends hover-revealed `TTFT {s}s · {tps} tok/s` labels to its assistant footer after the `Ran for` duration — the turn's first-step TTFT and its turn-aggregate decode throughput — gated on the turn's timing being in the loaded window (a contiguous log suffix, so an in-window turn carries every one of its steps) and omitting whichever figure is unrecorded. A deployment without token-meter drops the token groups; when the line overflows, it elides with an ellipsis and a delayed hover tooltip carries the full text only while actually clipped. Context occupancy moved off the row onto the composer's trailing ContextMeter: a 14px occupancy ring after the model seat, fed by `contextPressure` and rendered only once both a numerator and a route capacity are known, that click-opens a panel pairing the `percent used` header and `~used / capacity` figures with a color-segmented bar and `~`-prefixed heuristic composition rows (system prompt, tools, messages) from the `contextBreakdown` projection. The ring and header read `projectedTokens` — the provider sample carried forward over the surface's movement since — so a compaction registers immediately instead of after a further turn; the composition rows stay wholly heuristic and therefore still do not sum to the header ([rationale](../../llm/token-meter/README.md)). Occupancy is deliberately an approximation: numerator and capacity are independent last-wins projection fields, not one atomic request observation.
`src/client/` is organized for the future package split: `contract/` is the sole inter-domain shared face (`slots.ts` slot declarations + composed slot props including the tool-row contract, `views.ts` shared primitives, `tool-call-model.ts`); the `skeleton/`, `chat/`, and `toolviews/` (sample registrants) domain directories import contract files and never each other; `apply.ts` is the only assembly point allowed to import all three domains. The `/client` export surface is the contract only — `apply`/`inject`, the two service classes, and the `contract/` type families; implementation components (skeleton, chat rows) and the store factory stay internal and reach the page exclusively through apply's slot registrations (tests take them via the `./src/*` subpath).
diff --git a/packages/client/ui-conversation/README.zh.md b/packages/client/ui-conversation/README.zh.md
index 46cedbbd04..e42088fa59 100644
--- a/packages/client/ui-conversation/README.zh.md
+++ b/packages/client/ui-conversation/README.zh.md
@@ -46,7 +46,7 @@ Host 带 placement 的 `session/queue` 快照也会携带待处理 steering。Qu
输入栏为 `'conversation.input.plan'`（位于本地 access 模式控件右侧）和 `'conversation.input.model'`（渲染在 pending 指示器与发送／停止按钮之前）声明会话作用域的单实例 seat，并为 overlay、dock、left 和 right 输入扩展声明列表 slot。各功能包拥有相应控件及其状态；ui-conversation 提供放置位置、`locked` owner prop 和标准 slot share。前置加号按钮是 Command launcher，而非附件入口：它要求当前会话的 `SlashController` 基于 textarea 当前 selection，只打开 `/` trigger 的 `command` source，同时 ui-slash 既有的 `MenuView` 仍是唯一的浮层菜单与 pick 路径。不引入 File 行、file input、上传协议或第二套菜单组件。当 `plan` 投影的有效目标为 plan mode 时，InputBar 将文本框 placeholder 切换为 plan 任务措辞，经本包注册的 `conversation` locale 命名空间（`placeholder.plan` / `hint.plan` 键）本地化，并与已认领 `/plan` 命令的提示逐字共用同一份文案（经标准套件 `useProjection` 读取的 host 折叠值；owner 提供的 placeholder 优先）。另一个会话视图活跃时，待处理的 composer 接管仍保持挂载，使被阻塞的 agent（智能体）仍能收到回答；没有待处理交互时，活跃会话的 composer 归 Chat 所有。composer bar slot 本身为 `session-maybe`：没有当前会话时，同一个 bar 以不可交互状态渲染（machine face 均缺席、`disabled` owner prop），而不是换入一棵平行的 disabled 树，因此选择 workspace 时 textarea DOM 不会被销毁；严格会话作用域的控件 seat 在会话存在之前保持为空。
-聊天统计行的 token 账目来自经标准套件 `useProjection` 读取的通用 token-meter 投影 `tokenUsage`：计费输入为未缓存输入、缓存读取与缓存写入之和；缓存命中率以缓存读取除以该总量。可见节点只提供轮次与步骤计数，以及 LLM（大语言模型）和工具的墙钟时间：这些是关于「屏幕上有什么」的窗口作用域事实，而非账目；压缩（compaction）使已加载窗口不再包含 assistant 节点时，持久 token 与上下文分组仍保持可见。同一次窗口折算还会把每个有完整记录的步骤的 TTFT（首 token 延迟）取平均，并用采样到的输出 token 数除以其解码时长之和，得到 `TTFT avg … · … tok/s` 分组；缺少某个 timing 边界或 usage 采样的步骤会直接退出这些数字，而不是让它们失真。每个已结算轮次还会在其 assistant footer 的 `用时` 之后追加 hover 才显示的 `首 token {s}秒 · {tps} tok/s` 标签——即该轮次首个步骤的 TTFT 与轮次聚合的解码吞吐——仅当该轮次的 timing 位于已加载窗口内才显示（窗口是日志的连续后缀，因此窗口内的轮次必然带着它的全部步骤），未记录的数字会各自省略。未组合 token-meter 的部署会整组省略 token 分组；统计行过长时以省略号截断，仅在内容真的被裁切时由延迟 hover tooltip 承载完整文本。上下文占用率从统计行移到了 composer 尾部的 ContextMeter：模型座位之后的一枚 14px 占用圆环，由 `contextPressure` 供数，仅当提供方压力与路由容量都已知时才渲染；点击弹出的面板把提供方精确的「已用百分比」标题与 `~已用 / 容量` 数字，与来自 `contextBreakdown` 投影、带 `~` 前缀的启发式组成明细行（系统提示词、工具、对话消息）及分色分段进度条并列——精确口径与启发式口径刻意不做对账。占用率是刻意为之的近似值：它的分子与容量是两个相互独立的「后写覆盖」投影字段，并非同一次请求的原子观测（[原理](../../llm/token-meter/README.md)）。
+聊天统计行的 token 账目来自经标准套件 `useProjection` 读取的通用 token-meter 投影 `tokenUsage`：计费输入为未缓存输入、缓存读取与缓存写入之和；缓存命中率以缓存读取除以该总量。可见节点只提供轮次与步骤计数，以及 LLM（大语言模型）和工具的墙钟时间：这些是关于「屏幕上有什么」的窗口作用域事实，而非账目；压缩（compaction）使已加载窗口不再包含 assistant 节点时，持久 token 与上下文分组仍保持可见。同一次窗口折算还会把每个有完整记录的步骤的 TTFT（首 token 延迟）取平均，并用采样到的输出 token 数除以其解码时长之和，得到 `TTFT avg … · … tok/s` 分组；缺少某个 timing 边界或 usage 采样的步骤会直接退出这些数字，而不是让它们失真。每个已结算轮次还会在其 assistant footer 的 `用时` 之后追加 hover 才显示的 `首 token {s}秒 · {tps} tok/s` 标签——即该轮次首个步骤的 TTFT 与轮次聚合的解码吞吐——仅当该轮次的 timing 位于已加载窗口内才显示（窗口是日志的连续后缀，因此窗口内的轮次必然带着它的全部步骤），未记录的数字会各自省略。未组合 token-meter 的部署会整组省略 token 分组；统计行过长时以省略号截断，仅在内容真的被裁切时由延迟 hover tooltip 承载完整文本。上下文占用率从统计行移到了 composer 尾部的 ContextMeter：模型座位之后的一枚 14px 占用圆环，由 `contextPressure` 供数，仅当分子与路由容量都已知时才渲染；点击弹出的面板把「已用百分比」标题与 `~已用 / 容量` 数字，与来自 `contextBreakdown` 投影、带 `~` 前缀的启发式组成明细行（系统提示词、工具、对话消息）及分色分段进度条并列。圆环与标题读取 `projectedTokens`——把提供方样本沿此后表层的增减推进到当下——因此压缩会立刻反映出来，而不必再等一整轮；组成明细行仍是纯启发式，因此加起来依然不等于标题数字（[原理](../../llm/token-meter/README.md)）。占用率是刻意为之的近似值：分子与容量是两个相互独立的「后写覆盖」投影字段，并非同一次请求的原子观测。
`src/client/` 按未来的包拆分组织：`contract/` 是唯一的跨领域共享表层（`slots.ts` slot 声明 + 组合后的 slot props，包括工具行契约、`views.ts` 共享原语、`tool-call-model.ts`）；`skeleton/`、`chat/` 和 `toolviews/`（示例注册方）领域目录只导入 contract 文件，彼此绝不导入；`apply.ts` 是唯一允许导入全部三个领域的组装点。`/client` 导出表层只包含契约：`apply`／`inject`、两个服务类和 `contract/` 类型家族；实现组件（骨架、聊天行）与 store factory 保持内部状态，只能通过 apply 的 slot 注册到达页面（测试通过 `./src/*` 子路径获取它们）。
diff --git a/packages/client/ui-conversation/src/client/chat/StatsLine.tsx b/packages/client/ui-conversation/src/client/chat/StatsLine.tsx
index d30c8dbf0e..ee80692e8e 100644
--- a/packages/client/ui-conversation/src/client/chat/StatsLine.tsx
+++ b/packages/client/ui-conversation/src/client/chat/StatsLine.tsx
@@ -119,25 +119,30 @@ export function billedInputTokens(usage: TokenUsageProjection): number {
interface ContextOccupancy {
percent: number
- pressureTokens: number
+ usedTokens: number
contextWindow: number
}
/**
* Approximate context occupancy, using the TUI's integer rounding and upper
- * clamp. The numerator and capacity are independent last-wins projection
- * fields, so this is a reference figure rather than an exact measurement of one
- * request (see the token-meter README).
+ * clamp. The numerator is `projectedTokens` — the provider sample carried
+ * forward over the surface's movement since — so compaction shows immediately
+ * instead of waiting for the next request to report usage; it falls back to the
+ * bare sample only for a log whose projection predates that field. Numerator
+ * and capacity remain independent last-wins projection fields, so this is a
+ * reference figure rather than an exact measurement of one request (see the
+ * token-meter README).
* @param pressure - the session's context-pressure projection value.
* @returns occupancy with its numerator and denominator, or null until both values are known.
*/
export function contextOccupancy(
pressure: ContextPressureProjection | undefined,
): ContextOccupancy | null {
- if (pressure?.pressureTokens === undefined || pressure.contextWindow === undefined) return null
+ const usedTokens = pressure?.projectedTokens ?? pressure?.pressureTokens
+ if (usedTokens === undefined || pressure?.contextWindow === undefined) return null
return {
- percent: Math.min(100, Math.round(pressure.pressureTokens / pressure.contextWindow * 100)),
- pressureTokens: pressure.pressureTokens,
+ percent: Math.min(100, Math.round(usedTokens / pressure.contextWindow * 100)),
+ usedTokens,
contextWindow: pressure.contextWindow,
}
}
diff --git a/packages/client/ui-conversation/src/client/skeleton/ContextMeter.tsx b/packages/client/ui-conversation/src/client/skeleton/ContextMeter.tsx
index c4ea6f78cd..df98cc93d3 100644
--- a/packages/client/ui-conversation/src/client/skeleton/ContextMeter.tsx
+++ b/packages/client/ui-conversation/src/client/skeleton/ContextMeter.tsx
@@ -114,7 +114,7 @@ export function ContextMeter({ useProjection, t }: ContextMeterProps) {
{reading}
{headAfter}
- {`~${formatTokens(context.pressureTokens)} / ${formatTokens(context.contextWindow)}`}
+ {`~${formatTokens(context.usedTokens)} / ${formatTokens(context.contextWindow)}`}
diff --git a/packages/client/ui-conversation/tests/chat-stats-bash-sample.spec.tsx b/packages/client/ui-conversation/tests/chat-stats-bash-sample.spec.tsx
index f6a81c4e19..dbc01fa36d 100644
--- a/packages/client/ui-conversation/tests/chat-stats-bash-sample.spec.tsx
+++ b/packages/client/ui-conversation/tests/chat-stats-bash-sample.spec.tsx
@@ -220,16 +220,21 @@ describe('StatsLine', () => {
.toBe('Cache hit 90%| Input 100 tok · Output 5 tok')
})
- it('computes context occupancy only when both pressure and capacity are known', () => {
+ it('computes context occupancy only when both a numerator and capacity are known', () => {
+ // The projected figure wins: it is the provider sample carried forward over
+ // the surface's movement, so a compaction shows without waiting a request.
+ expect(contextOccupancy({ pressureTokens: 32_000, projectedTokens: 6_000, contextWindow: 128_000 }))
+ .toEqual({ percent: 5, usedTokens: 6_000, contextWindow: 128_000 })
+ // A log whose projection predates the field still reads its bare sample.
expect(contextOccupancy({ pressureTokens: 32_000, contextWindow: 128_000 }))
- .toEqual({ percent: 25, pressureTokens: 32_000, contextWindow: 128_000 })
- // Pressure without capacity has no denominator; capacity without a provider
- // sample has no numerator yet, rather than a synthetic 0%.
+ .toEqual({ percent: 25, usedTokens: 32_000, contextWindow: 128_000 })
+ // A numerator without capacity has no denominator; capacity without a
+ // provider sample has no numerator yet, rather than a synthetic 0%.
expect(contextOccupancy({ pressureTokens: 32_000 })).toBeNull()
expect(contextOccupancy({ contextWindow: 128_000 })).toBeNull()
expect(contextOccupancy(undefined)).toBeNull()
- // Capacity and pressure are independent last-wins fields, so a model switch
- // can pair a smaller new window with the previous route's larger prompt.
+ // Capacity and the sample are independent last-wins fields, so a model
+ // switch can pair a smaller new window with the previous route's prompt.
expect(contextOccupancy({ pressureTokens: 300_000, contextWindow: 128_000 })?.percent).toBe(100)
})
diff --git a/packages/client/ui-conversation/tests/context-meter.spec.tsx b/packages/client/ui-conversation/tests/context-meter.spec.tsx
index 49dc117bc9..9113b18dc7 100644
--- a/packages/client/ui-conversation/tests/context-meter.spec.tsx
+++ b/packages/client/ui-conversation/tests/context-meter.spec.tsx
@@ -89,6 +89,18 @@ describe('ContextMeter', () => {
expect(panel.textContent).toContain('~0 / 128K')
})
+ it('reads the ring from the projected figure so a compaction shows at once', () => {
+ // Same provider sample, a surface a compaction just shrank: the ring must
+ // follow the projection rather than the sample it is anchored to.
+ const view = meter({
+ contextPressure: { pressureTokens: 32_000, projectedTokens: 3_000, contextWindow: 128_000 },
+ contextBreakdown: BREAKDOWN,
+ })
+ const trigger = view.getByRole('button', { name: '上下文已用 2%' })
+ fireEvent.click(trigger)
+ expect(view.container.querySelector('[role="dialog"]')!.textContent).toContain('~3K / 128K')
+ })
+
it('omits the composition rows while the contextBreakdown projection is absent', () => {
const view = meter({ contextPressure: { pressureTokens: 32_000, contextWindow: 128_000 } })
fireEvent.click(view.getByRole('button', { name: '上下文已用 25%' }))
diff --git a/packages/llm/token-meter/README.i18n.yaml b/packages/llm/token-meter/README.i18n.yaml
index 3bf8d6762b..a53815eed4 100644
--- a/packages/llm/token-meter/README.i18n.yaml
+++ b/packages/llm/token-meter/README.i18n.yaml
@@ -2,5 +2,5 @@
# side as of the last confirmed-consistent state. Both languages carry equal authority;
# after editing either side, bring the other along and re-record with:
# pnpm run verify-translation-pairing --write packages/llm/token-meter/README.md
-README.md: dd751b7449fb4f75199af44781ad139f2952e9a4
-README.zh.md: 4ebd693f2a6197557ed5f0724020287c37f0a2fc
+README.md: dfa56a75ddb239826b68c9d2693911ead15c3144
+README.zh.md: 4e3f9e5dec3411746897c607615206e1cba53872
diff --git a/packages/llm/token-meter/README.md b/packages/llm/token-meter/README.md
index dd751b7449..dfa56a75dd 100644
--- a/packages/llm/token-meter/README.md
+++ b/packages/llm/token-meter/README.md
@@ -27,15 +27,17 @@ When the composition provides `ctx.sessionProjections`, token-meter registers th
`tokenUsage` carries the complete durable log's `uncachedInputTokens`, `outputTokens`, `cacheReadTokens`, and `cacheWriteTokens`. Usage chunks are counted even when a request later fails; a final assistant-message usage for the same `(turn, step)` replaces that sample instead of double-counting it. Reasoning remains an output subdivision. The single last-sample slot relies on a session-log ordering property: once a later step reports usage, a legal log never reports usage for an earlier step again.
-`contextPressure` carries optional `pressureTokens` — the newest provider-reported prompt size, summing uncached input plus cache reads and writes — and optional `contextWindow` from the newest `request/context` record. Pressure stays absent until a provider reports usage; capacity stays absent for a route whose adapter advertises none. Output is excluded, so the numerator holds still while a turn streams and steps forward when the next request reports its usage.
+`contextPressure` carries optional `pressureTokens` — the newest provider-reported prompt size, summing uncached input plus cache reads and writes — optional `projectedTokens`, and optional `contextWindow` from the newest `request/context` record. Both figures stay absent until a provider reports usage; capacity stays absent for a route whose adapter advertises none. Output is excluded, so `pressureTokens` holds still while a turn streams and steps forward when the next request reports its usage.
-`contextBreakdown` carries heuristic `systemTokens`, `toolsTokens`, and `messageTokens` — the context's composition rather than its provider-billed size. The envelope figures reprice last-wins on every `request/header`; the message figure replays `surface-fold.ts` — the same positional fold `measure()` runs — so it equals `measure().surfaceTokens` at every event boundary and compaction shrinks it the way it shrinks the next request. All three figures use the measurement service's fixed heuristic and are estimates: they do not reconcile with the provider-exact `pressureTokens`, and a UI should present them as approximations.
+`projectedTokens` is what the NEXT request's prompt would cost: the sample plus the heuristic repricing of everything the surface gained or lost since it was taken, clamped at zero and folded through the same `surface-fold.ts` the measurement service replays. Only the delta is estimated, so the figure stays anchored to the provider while reacting the moment content lands — or a compaction shadows a span. That last case is why the field exists: compaction summarizes through a direct `ctx.llm.stream()` call and appends no usage of its own, so `pressureTokens` alone reports the pre-compaction prompt until an entire further turn completes. Occupancy displays read `projectedTokens`.
+
+`contextBreakdown` carries heuristic `systemTokens`, `toolsTokens`, and `messageTokens` — the context's composition rather than its provider-billed size. The envelope figures reprice last-wins on every `request/header`; the message figure replays `surface-fold.ts` — the same positional fold `measure()` runs — so it equals `measure().surfaceTokens` at every event boundary and compaction shrinks it the way it shrinks the next request. All three figures use the measurement service's fixed heuristic and are estimates: they will not sum to `projectedTokens`, whose provider anchor carries exactly the error — CJK text and JSON schemas underprice badly at four characters per token — that the composition rows still contain. Present them as an approximate composition, never as a total.
All three units use the standard projection baseline, live frame, higher-seq-wins store, and JSON checkpoint paths. Unloading token-meter removes all three keys. A headless or TUI composition without the projection seam keeps the measurement service's existing behavior.
### Context occupancy is an approximation, by design
-`pressureTokens` and `contextWindow` are independent last-wins fields and are **not** one atomic observation of a single request. Switching models pairs the fresh capacity with the previous route's pressure until the next request reports usage, and `pressureTokens` describes the last request rather than the surface as it stands right now.
+The occupancy fields are independent last-wins records and are **not** one atomic observation of a single request. Switching models pairs the fresh capacity with the previous route's sample until the next request reports usage, and `pressureTokens` describes the last request rather than the surface as it stands right now — `projectedTokens` carries that sample forward over the surface's movement, but its anchor is still the older request.
This is deliberate. An occupancy percentage is a user-facing reference figure, not a billing record or a gating input — nothing in the harness makes decisions from it, and compaction reads `measure()` instead. The TUI status line has always computed occupancy the same way, dividing a `measure()` total by a separately-resolved capacity for the selected model.
diff --git a/packages/llm/token-meter/README.zh.md b/packages/llm/token-meter/README.zh.md
index 4ebd693f2a..4e3f9e5dec 100644
--- a/packages/llm/token-meter/README.zh.md
+++ b/packages/llm/token-meter/README.zh.md
@@ -27,15 +27,17 @@ fold 跟踪完整请求标头快照、步骤边界、表层追加与替换、成
`tokenUsage` 携带完整持久日志中的 `uncachedInputTokens`、`outputTokens`、`cacheReadTokens` 和 `cacheWriteTokens`。即使请求随后失败，用量分片仍会计入；同一 `(turn, step)` 的最终 assistant 消息用量会替换该样本，而不是重复计数。推理仍是输出的一个细分项。只保留单个最新样本，依赖的是会话日志的一条顺序性质：一旦某个更晚的步骤报告了用量，合法日志就绝不会再为更早的步骤报告用量。
-`contextPressure` 携带可选的 `pressureTokens`（提供方报告的最新提示词规模，为未缓存输入加缓存读取与写入之和），以及来自最新一条 `request/context` 记录的可选 `contextWindow`。提供方报告用量前压力保持缺失；路由适配器未公布容量时容量也保持缺失。输出不计入其中，因此轮次流式输出期间分子保持不动，等到下一个请求报告用量时才前进。
+`contextPressure` 携带可选的 `pressureTokens`（提供方报告的最新提示词规模，为未缓存输入加缓存读取与写入之和）、可选的 `projectedTokens`，以及来自最新一条 `request/context` 记录的可选 `contextWindow`。提供方报告用量前两个数字都保持缺失；路由适配器未公布容量时容量也保持缺失。输出不计入其中，因此轮次流式输出期间 `pressureTokens` 保持不动，等到下一个请求报告用量时才前进。
-`contextBreakdown` 携带启发式的 `systemTokens`、`toolsTokens` 与 `messageTokens`，描述上下文的组成而非提供方计费规模。envelope 数字在每条 `request/header` 上按后者胜重新计价；消息数字重放 `surface-fold.ts`——与 `measure()` 运行的位置折叠是同一份——因此它在每个事件边界上都等于 `measure().surfaceTokens`，压缩会像缩小下一个请求那样缩小它。三个数字都使用测量服务的固定启发式规则，属于估算值：它们不会与提供方精确的 `pressureTokens` 对账，UI 应以近似值方式呈现。
+`projectedTokens` 是「下一个请求的提示词要花多少」：在该样本之上，加上自取样以来表层增减部分的启发式重新计价，下界钳制为零，折叠走的是测量服务重放的同一份 `surface-fold.ts`。只有增量部分是估算的，因此这个数字既锚定在提供方读数上，又能在内容落地——或压缩遮蔽一段区间——的瞬间做出反应。最后这种情况正是该字段存在的理由：压缩通过直连的 `ctx.llm.stream()` 调用生成摘要，自身不追加任何用量，所以仅凭 `pressureTokens` 会一直报告压缩前的提示词规模，直到又跑完一整轮为止。占用率展示读取 `projectedTokens`。
+
+`contextBreakdown` 携带启发式的 `systemTokens`、`toolsTokens` 与 `messageTokens`，描述上下文的组成而非提供方计费规模。envelope 数字在每条 `request/header` 上按后者胜重新计价；消息数字重放 `surface-fold.ts`——与 `measure()` 运行的位置折叠是同一份——因此它在每个事件边界上都等于 `measure().surfaceTokens`，压缩会像缩小下一个请求那样缩小它。三个数字都使用测量服务的固定启发式规则，属于估算值：它们加起来不等于 `projectedTokens`——后者的提供方锚点恰好把这些明细行仍然带着的误差排除在外（按「4 字符 ≈ 1 token」计价，CJK 文本与 JSON schema 会被严重低估）。请把它们当作近似的**组成**呈现，而不是总量。
三个单元都使用标准的投影基线、实时帧、seq 高者胜值仓和 JSON 检查点路径。卸载 token-meter 会移除这三个键。不带投影 seam 的 headless 或 TUI 组合会保留测量服务的既有行为。
### 上下文占用率是刻意为之的近似值
-`pressureTokens` 与 `contextWindow` 是两个各自后者胜的独立字段，**不是**对单个请求的一次原子观测。切换模型时，新容量会与上一路由的压力配对，直到下一个请求报告用量为止；而 `pressureTokens` 描述的是最后一个请求，不是此刻的表层。
+这些占用率字段各自后者胜、彼此独立，**不是**对单个请求的一次原子观测。切换模型时，新容量会与上一路由的样本配对，直到下一个请求报告用量为止；而 `pressureTokens` 描述的是最后一个请求，不是此刻的表层——`projectedTokens` 把该样本沿表层的增减推进到当下，但它的锚点仍然是那个较早的请求。
这是刻意的选择。占用率百分比是面向用户的参考数字，既不是计费记录，也不是门控输入：harness 中没有任何环节依据它做决策，压缩改为直接读取 `measure()`。TUI 状态行一直以同样的方式计算占用率，即用 `measure()` 总量除以为所选模型单独解析出的容量。
diff --git a/packages/llm/token-meter/src/projection.ts b/packages/llm/token-meter/src/projection.ts
index ff382fafa8..b79ff50258 100644
--- a/packages/llm/token-meter/src/projection.ts
+++ b/packages/llm/token-meter/src/projection.ts
@@ -20,14 +20,13 @@ export interface TokenUsageProjection {
/**
* Approximate context occupancy for a status display.
*
- * The two fields, when present, are deliberately NOT one atomic request
- * observation: `pressureTokens` is the newest provider-reported prompt size,
- * `contextWindow` the newest recorded route capacity. Switching models can
- * therefore pair a fresh capacity with the previous route's pressure until the
- * next request reports usage. This is an intentional trade — the value is a
- * user-facing reference, not a billing or gating input — and it matches how
- * the TUI status line has always computed occupancy. See the token-meter
- * README for the full rationale.
+ * The fields, when present, are deliberately NOT one atomic request
+ * observation: each is a last-wins record of a different moment. Switching
+ * models can therefore pair a fresh capacity with the previous route's
+ * pressure until the next request reports usage. This is an intentional trade
+ * — the value is a user-facing reference, not a billing or gating input — and
+ * it matches how the TUI status line has always computed occupancy. See the
+ * token-meter README for the full rationale.
*/
export interface ContextPressureProjection {
/**
@@ -36,6 +35,15 @@ export interface ContextPressureProjection {
* grow as the current turn streams. Absent until a provider reports usage.
*/
pressureTokens?: number
+ /**
+ * What the NEXT request's prompt would cost: {@link pressureTokens} plus the
+ * heuristic repricing of everything the surface gained or lost since that
+ * sample. Only the delta is estimated, so the figure stays anchored to the
+ * provider while still reacting the moment a compaction shadows a span —
+ * which `pressureTokens` alone cannot do, since compaction reports no usage
+ * of its own. Absent until a provider reports usage.
+ */
+ projectedTokens?: number
/** Newest recorded route capacity; absent when no adapter advertised one. */
contextWindow?: number
}
@@ -43,10 +51,11 @@ export interface ContextPressureProjection {
/**
* Heuristic composition of the next request's context: what the prompt is
* made of, not what it costs. All three figures use the meter's fixed
- * density estimate (they will not sum exactly to the provider-reported
- * `pressureTokens`, which is billing-grade and one request behind), and the
- * message figure tracks the live surface, so it moves as content is appended
- * or compacted while the provider number holds still.
+ * density estimate, so they will not sum to the provider-anchored
+ * `projectedTokens`: the estimator systematically underprices CJK text and
+ * JSON schemas, which is exactly the error the anchoring in
+ * {@link ContextPressureProjection.projectedTokens} keeps out of the occupancy
+ * figure. Present these as approximations of composition, never as a total.
*/
export interface ContextBreakdownProjection {
/** Heuristic tokens of the newest request envelope's system prompt; 0 before any request. */
diff --git a/packages/llm/token-meter/src/usage-projection.ts b/packages/llm/token-meter/src/usage-projection.ts
index 302485da8e..371d5aeebb 100644
--- a/packages/llm/token-meter/src/usage-projection.ts
+++ b/packages/llm/token-meter/src/usage-projection.ts
@@ -4,8 +4,12 @@
import { z } from 'zod'
import type { TokenUsage } from '@deepseek-ai/dsh-llm'
+import { isSurfaceEvent } from '@deepseek-ai/dsh-session'
+import type { SessionEvent } from '@deepseek-ai/dsh-session'
import type { ProjectionDefinition } from '@deepseek-ai/dsh-session-projection'
import type { ContextPressureProjection, TokenUsageProjection } from './projection.ts'
+import type { TokenSurfaceNode } from './types.ts'
+import { foldSurfaceTokens } from './surface-fold.ts'
interface UsageSample {
turn: number
@@ -60,6 +64,7 @@ const projectionSchema = z.object({
// `number | undefined` where the interface declares absent-or-number fields.
const pressureSchema = z.object({
pressureTokens: z.number().int().nonnegative().optional(),
+ projectedTokens: z.number().int().nonnegative().optional(),
contextWindow: z.number().int().positive().optional(),
}).strict() as unknown as z.ZodType
@@ -67,6 +72,29 @@ const pressureSchema = z.object({
const pressureFrom = (usage: TokenUsage): number =>
usage.inputTokens + (usage.cacheReadTokens ?? 0) + (usage.cacheWriteTokens ?? 0)
+/** The usage a chunk or finalized message reports for its step, if any. */
+const usageOf = (event: SessionEvent): TokenUsage | undefined =>
+ event.type === 'assistant/chunk' && event.data.chunk.type === 'usage'
+ ? event.data.chunk.usage
+ : event.type === 'assistant/message'
+ ? event.data.usage
+ : undefined
+
+/**
+ * Context-occupancy state: the two independent last-wins records plus the
+ * priced surface needed to carry the newest sample forward.
+ */
+interface ContextPressureState {
+ contextWindow?: number
+ pressureTokens?: number
+ /** Priced surface, folded identically to the measurement service's. */
+ surface: TokenSurfaceNode[]
+ /** Summed heuristic tokens over {@link surface}. */
+ surfaceTokens: number
+ /** {@link surfaceTokens} at the newest usage sample; absent until one lands. */
+ sampledSurfaceTokens?: number
+}
+
/**
* Token-meter's session projection unit.
*
@@ -115,20 +143,26 @@ ProjectionDefinition<'tokenUsage', TokenUsageState> = {
/**
* Token-meter's context-occupancy projection unit.
*
- * Two independent last-wins slots: the newest usage sample supplies the
+ * Independent last-wins slots: the newest usage sample supplies the provider
* numerator, the newest `request/context` record the denominator. Both are
* whole values, so replay order alone decides the result and no cross-field
* consistency is claimed — the pair is explicitly not one atomic request
* observation (see {@link ContextPressureProjection}).
*
- * The numerator is prompt-side only, so it holds still while a turn streams
- * and steps forward once the next request reports its usage.
+ * `pressureTokens` is prompt-side only, so it holds still while a turn streams
+ * and steps forward once the next request reports its usage. Because nothing
+ * but a request reports usage, it also cannot see a compaction: the fold
+ * therefore carries the priced surface alongside it and publishes
+ * `projectedTokens` — the sample plus the surface's signed movement since it
+ * was taken — so occupancy answers for the next request rather than the last
+ * one. A usage sample is stamped BEFORE the same event joins the surface, so
+ * an `assistant/message` anchors against the surface its own request saw.
*/
export const contextPressureProjectionDefinition:
-ProjectionDefinition<'contextPressure', ContextPressureProjection> = {
+ProjectionDefinition<'contextPressure', ContextPressureState> = {
key: 'contextPressure',
schema: pressureSchema,
- init: () => ({}),
+ init: () => ({ surface: [], surfaceTokens: 0 }),
apply: (state, event) => {
if (event.type === 'request/context') {
const contextWindow = event.data.contextWindow
@@ -137,17 +171,24 @@ ProjectionDefinition<'contextPressure', ContextPressureProjection> = {
const { contextWindow: _removed, ...withoutContextWindow } = state
return withoutContextWindow
}
- const usage = event.type === 'assistant/chunk' && event.data.chunk.type === 'usage'
- ? event.data.chunk.usage
- : event.type === 'assistant/message'
- ? event.data.usage
- : undefined
- if (usage === undefined) return state
- const pressureTokens = pressureFrom(usage)
- return pressureTokens === state.pressureTokens
- ? state
- : { ...state, pressureTokens }
+ let next = state
+ const usage = usageOf(event)
+ if (usage !== undefined) {
+ const pressureTokens = pressureFrom(usage)
+ if (pressureTokens !== next.pressureTokens || next.sampledSurfaceTokens !== next.surfaceTokens) {
+ next = { ...next, pressureTokens, sampledSurfaceTokens: next.surfaceTokens }
+ }
+ }
+ if (!isSurfaceEvent(event)) return next
+ const fold = foldSurfaceTokens(next.surface, event)
+ return { ...next, surface: fold.nodes, surfaceTokens: next.surfaceTokens + fold.deltaTokens }
},
- view: state => state,
- stateVersion: 2,
+ view: ({ contextWindow, pressureTokens, surfaceTokens, sampledSurfaceTokens }) => ({
+ ...contextWindow === undefined ? {} : { contextWindow },
+ ...pressureTokens === undefined ? {} : { pressureTokens },
+ ...pressureTokens === undefined || sampledSurfaceTokens === undefined
+ ? {}
+ : { projectedTokens: Math.max(0, pressureTokens + surfaceTokens - sampledSurfaceTokens) },
+ }),
+ stateVersion: 3,
}
diff --git a/packages/llm/token-meter/tests/token-usage-projection.spec.ts b/packages/llm/token-meter/tests/token-usage-projection.spec.ts
index 4079916a8c..bf1a04e679 100644
--- a/packages/llm/token-meter/tests/token-usage-projection.spec.ts
+++ b/packages/llm/token-meter/tests/token-usage-projection.spec.ts
@@ -235,6 +235,34 @@ function recordContext(session: Session, model: string, contextWindow?: number):
})
}
+/** Append one model-visible user turn and return its surface seq. */
+function appendUser(session: Session, text: string): number {
+ return session.append('user/message', createUserMessage({
+ content: [{ type: 'text', text }],
+ source: { kind: 'user' },
+ }), { surfaceOp: 'append' }).seq
+}
+
+/** Append one finalized assistant turn carrying its provider usage. */
+function appendAssistant(
+ session: Session,
+ text: string,
+ usage: TokenUsage,
+ turn: number,
+ step: number,
+): number {
+ return session.append('assistant/message', {
+ turn,
+ step,
+ message: createMessage({
+ role: 'assistant',
+ content: [{ type: 'text', text }],
+ source: { kind: 'model', provider: 'mock', model: 'mock' },
+ }),
+ usage,
+ }, { surfaceOp: 'append', sourceEventSeqs: [] }).seq
+}
+
describe('contextPressure session projection', () => {
it('serves no pressure or capacity for an empty log', async () => {
const { ctx, session } = await harness()
@@ -277,9 +305,13 @@ describe('contextPressure session projection', () => {
startStep(session, 1, 1)
recordContext(session, 'small', 64_000)
usageChunk(session, { inputTokens: 100, outputTokens: 10 }, 1, 1)
- expect(pressure(ctx, session)).toEqual({ pressureTokens: 100, contextWindow: 64_000 })
+ expect(pressure(ctx, session)).toEqual({
+ pressureTokens: 100, projectedTokens: 100, contextWindow: 64_000,
+ })
recordContext(session, 'large', 256_000)
- expect(pressure(ctx, session)).toEqual({ pressureTokens: 100, contextWindow: 256_000 })
+ expect(pressure(ctx, session)).toEqual({
+ pressureTokens: 100, projectedTokens: 100, contextWindow: 256_000,
+ })
})
it('removes an older capacity when the newest route advertises none', async () => {
@@ -288,7 +320,7 @@ describe('contextPressure session projection', () => {
recordContext(session, 'small', 64_000)
usageChunk(session, { inputTokens: 100, outputTokens: 10 }, 1, 1)
recordContext(session, 'unknown')
- expect(pressure(ctx, session)).toEqual({ pressureTokens: 100 })
+ expect(pressure(ctx, session)).toEqual({ pressureTokens: 100, projectedTokens: 100 })
})
it('pushes no change for unrelated events or a restated capacity', async () => {
@@ -319,7 +351,7 @@ describe('contextPressure session projection', () => {
const checkpoint = JSON.parse(JSON.stringify(
ctx.sessionProjections.checkpoint(session),
)) as ReturnType
- expect(checkpoint.contextPressure?.ver).toBe(2)
+ expect(checkpoint.contextPressure?.ver).toBe(3)
await meterFiber.dispose()
expect(ctx.sessionProjections.snapshot(session).values).not.toHaveProperty('contextPressure')
@@ -327,7 +359,60 @@ describe('contextPressure session projection', () => {
await ctx.plugin(TokenMeterService)
expect(ctx.sessionProjections.viewCheckpoint(checkpoint).contextPressure).toEqual({
pressureTokens: 42,
+ projectedTokens: 42,
contextWindow: 64_000,
})
})
+
+ it('carries the sample forward over surface growth and a compaction', async () => {
+ const { ctx, session } = await harness()
+ recordContext(session, 'large', 128_000)
+ const question = appendUser(session, 'a first question worth a few tokens')
+ startStep(session, 1, 1)
+ // The provider prices the prompt its request actually carried; the sample
+ // must anchor against the surface as of that request, not after the
+ // assistant message joins it.
+ const answer = appendAssistant(session, 'an answer of some length', { inputTokens: 900, outputTokens: 20 }, 1, 1)
+ session.append('step/end', { turn: 1, step: 1 })
+ const afterTurn = pressure(ctx, session)
+ expect(afterTurn.pressureTokens).toBe(900)
+ // The assistant message landed after the sample, so it already shows.
+ expect(afterTurn.projectedTokens).toBeGreaterThan(900)
+
+ const grown = appendUser(session, 'a follow-up question that grows the surface further')
+ const beforeCompaction = pressure(ctx, session).projectedTokens
+ expect(beforeCompaction).toBeGreaterThan(afterTurn.projectedTokens!)
+
+ // Compaction reports no usage of its own, so `pressureTokens` cannot move;
+ // the projected figure must shrink anyway — the defect this field fixes.
+ session.append('user/message', createUserMessage({
+ content: [{ type: 'text', text: 'summary' }],
+ source: { kind: 'plugin', plugin: 'test' },
+ }), {
+ surfaceOp: { op: 'replace', start: question, end: grown },
+ sourceEventSeqs: [question, answer, grown],
+ })
+ const compacted = pressure(ctx, session)
+ expect(compacted.pressureTokens).toBe(900)
+ expect(compacted.projectedTokens).toBeLessThan(beforeCompaction!)
+ })
+
+ it('clamps a projection that heuristic error drove below zero', async () => {
+ const { ctx, session } = await harness()
+ recordContext(session, 'large', 128_000)
+ const question = appendUser(session, 'a question long enough to outprice the sample'.repeat(4))
+ startStep(session, 1, 1)
+ // A provider sample far below the heuristic price of what it replaced:
+ // shadowing that span subtracts more than the sample holds.
+ appendAssistant(session, 'ok', { inputTokens: 3, outputTokens: 1 }, 1, 1)
+ session.append('step/end', { turn: 1, step: 1 })
+ session.append('user/message', createUserMessage({
+ content: [{ type: 'text', text: '.' }],
+ source: { kind: 'plugin', plugin: 'test' },
+ }), {
+ surfaceOp: { op: 'replace', start: question, end: question },
+ sourceEventSeqs: [question],
+ })
+ expect(pressure(ctx, session).projectedTokens).toBe(0)
+ })
})