diff --git a/plugin/index.ts b/plugin/index.ts
index b10e414..b820697 100644
--- a/plugin/index.ts
+++ b/plugin/index.ts
@@ -21,6 +21,8 @@ import type { OpenClawAgentInfo } from './core/openclaw-agents.js';
 import { registerGatewayStartHook } from './hooks/gateway-start.js';
 import { registerGatewayStopHook } from './hooks/gateway-stop.js';
 import { Block as KBBlock } from './tools/kbblock.js';
+import { defaultFadeParams } from './tools/fade.js';
+import { bumpTurnForSession, currentTurnForSession } from './tools/turn-tracker.js';
 import { KBClient } from './tools/kbclient.js';
 import {
   type KBDeps,
@@ -978,7 +980,7 @@ function register(api: PluginAPI): void {
         }
       },
       makeClient: (token: string) => new KBClient(kbBackendUrl, token),
-      turnFor: () => 0,
+      turnFor: (sessionId: string) => currentTurnForSession(sessionId),
     };
 
     // Wrap each KB tool factory: pass ctx into execute so cache/evict can
@@ -1003,7 +1005,12 @@ function register(api: PluginAPI): void {
     // <kb-block> subblock injection via before_prompt_build hook
     // (DESIGN-DYNAMIC-BLOCK.md §2 + §7: openclaw side uses
     // appendSystemContext since the hook can't replace baked-in
-    // <available_skills> precisely). Empty block → no append.
+    // <available_skills> precisely).
+    //
+    // Per-turn fade: bump the session turn counter, then tick
+    // (dropping entries past the m% threshold) + renderFaded so the
+    // rendered text shows accumulated underscore masking. The Plexum
+    // mirror runs the same algorithm inside RenderDynamicSubblock.
     const apiOn = (api as any).on;
     if (typeof apiOn === 'function') {
       apiOn.call(
@@ -1016,7 +1023,16 @@ function register(api: PluginAPI): void {
           let body = '';
           try {
             const block = KBBlock.open(agentId, sessionId);
-            body = block.render();
+            const turn = bumpTurnForSession(sessionId, block);
+            const fadeParams = defaultFadeParams();
+            const dropped = block.tick(turn, fadeParams);
+            if (dropped.length > 0) {
+              logger.info(
+                `kb-block fade tick agent=${agentId} session=${sessionId} dropped=[${dropped.join(',')}]`,
+              );
+              block.save();
+            }
+            body = block.renderFaded(turn, fadeParams);
           } catch (err) {
             logger.warn(`kb-block render failed: ${err}`);
             return undefined;
diff --git a/plugin/tools/dynamic-kb.ts b/plugin/tools/dynamic-kb.ts
index 8076165..7d732b2 100644
--- a/plugin/tools/dynamic-kb.ts
+++ b/plugin/tools/dynamic-kb.ts
@@ -39,8 +39,13 @@ export interface KBDeps {
   tokenFor: ((agentId: string) => Promise<string | null>) | null;
   /** Build new client given a token (so each call gets fresh per-agent client). */
   makeClient: ((token: string) => KBClient) | null;
-  /** Best-effort current turn number; 0 is acceptable. */
-  turnFor: (agentId: string) => number;
+  /**
+   * Best-effort current turn number for a session; 0 is acceptable.
+   * Wired against the same per-session counter that the
+   * before_prompt_build hook bumps, so a fact added during turn N
+   * reads back at d=0 on turn N+1.
+   */
+  turnFor: (sessionId: string) => number;
 }
 
 /**
@@ -211,7 +216,7 @@ export function createCacheTool(deps: KBDeps) {
           return err('dynamic-kb-cache: ' + (e?.message || String(e)));
         }
       }
-      const turn = deps.turnFor(ctx.agentId);
+      const turn = deps.turnFor(ctx.sessionId);
       const fetchedByID = new Map(fetched.map((f) => [f.id, f]));
       const added: number[] = [];
       for (const id of toFetch) {
diff --git a/plugin/tools/kbblock.ts b/plugin/tools/kbblock.ts
index 5333400..2b9c131 100644
--- a/plugin/tools/kbblock.ts
+++ b/plugin/tools/kbblock.ts
@@ -9,11 +9,11 @@
 //   <OPENCLAW_PATH>/agents/<agentId>/sessions/<sessionId>/plugins/
 //   harbor-forge/kb-block.json
 //
-// Fade algorithm + types are implemented (see fade.ts + renderFaded /
-// tick methods), but the openclaw `before_prompt_build` hook ctx
-// doesn't currently expose currentTurn to plugins. Plain render() (no
-// fade) is used in the hook for v1; renderFaded scaffolding stays for
-// when turn signal lands. Plexum side fully wires fade per turn.
+// Fade algorithm wired in v0.3 via turn-tracker.ts: the
+// before_prompt_build hook bumps a per-session counter (seeded from
+// max(entry.last_refresh_at_turn) on the first touch after plugin
+// restart) and calls tick() + renderFaded() each turn. The Plexum
+// mirror runs the same algorithm inside RenderDynamicSubblock.
 
 import * as fs from 'node:fs';
 import * as os from 'node:os';
@@ -149,9 +149,8 @@ export class Block {
 
   /**
    * RenderFaded mirrors render() but applies fade() per entry given
-   * currentTurn + params. Available for callers that have turn signal
-   * (Plexum side does; openclaw `before_prompt_build` hook doesn't
-   * currently — uses plain render()).
+   * currentTurn + params. Used by the before_prompt_build hook (turn
+   * source: tools/turn-tracker.ts).
    */
   renderFaded(currentTurn: number, params: FadeParams): string {
     return this.renderInner((e) => fade(e.content, e.seed, currentTurn - e.last_refresh_at_turn, params).rendered);
diff --git a/plugin/tools/turn-tracker.ts b/plugin/tools/turn-tracker.ts
new file mode 100644
index 0000000..2fb1e8c
--- /dev/null
+++ b/plugin/tools/turn-tracker.ts
@@ -0,0 +1,62 @@
+// turn-tracker.ts — per-session monotonic turn counter for KB fade.
+//
+// The openclaw `before_prompt_build` hook does not expose currentTurn
+// to plugins (verified against the SDK hook-types: PluginHookAgentContext
+// has agentId/sessionId/workspaceDir/... but no turn). To make fade
+// effective, we maintain a small Map<sessionId, turn> that increments
+// once per before_prompt_build fire. The `dynamic-kb-cache` tool reads
+// the same counter so each new Entry's `last_refresh_at_turn` is
+// consistent with the hook's view of the clock.
+//
+// Restart safety: in-memory counters reset to 0 on plugin reload, but
+// `seedFromBlock` is called the first time we touch a given session
+// during a hook; it scans the loaded block's entries and seeds the
+// counter to max(last_refresh_at_turn). The next bump then yields a
+// strictly-greater turn, so existing entries keep their accumulated
+// fade distance instead of regressing to d=0.
+//
+// Process-local only. The Plexum side keeps the same semantics in Go
+// (it has currentTurn from the host).
+
+import type { Block } from './kbblock.js';
+
+const counters = new Map<string, number>();
+
+/**
+ * Return the latest turn assigned to this session, or 0 if untouched.
+ * `dynamic-kb-cache` uses this for `at_turn` on Block.add so a fact
+ * cached during turn N reads back at d=0 on turn N+1.
+ */
+export function currentTurnForSession(sessionId: string): number {
+  if (!sessionId) return 0;
+  return counters.get(sessionId) ?? 0;
+}
+
+/**
+ * Increment the counter for this session and return the new value.
+ * If the counter is unset (first hook after plugin start), seed it to
+ * max(entry.last_refresh_at_turn) so restart doesn't regress fade.
+ *
+ * Pass the loaded block so seeding doesn't need a second disk read.
+ */
+export function bumpTurnForSession(sessionId: string, block: Block): number {
+  if (!sessionId) return 0;
+  let cur = counters.get(sessionId);
+  if (cur === undefined) {
+    cur = 0;
+    for (const e of block.entries) {
+      if (e.last_refresh_at_turn > cur) cur = e.last_refresh_at_turn;
+    }
+  }
+  const next = cur + 1;
+  counters.set(sessionId, next);
+  return next;
+}
+
+/**
+ * Test hook. Forget all in-memory counters. Not exported through any
+ * stable contract — for unit tests only.
+ */
+export function _resetForTesting(): void {
+  counters.clear();
+}