feat(memory): knowledge-experience decoupling

index.ts

@@ -78,7 +78,7 @@ import {
   type AdmissionControlConfig,
   type AdmissionRejectionAuditEntry,
 } from "./src/admission-control.js";
-import { analyzeIntent, applyCategoryBoost } from "./src/intent-analyzer.js";
+import { analyzeIntent, applyCategoryBoost, applyMemoryTypeBoost } from "./src/intent-analyzer.js";
 
 // ============================================================================
 // Configuration & Types
@@ -156,6 +156,8 @@ interface PluginConfig {
     coreDecayFloor?: number;
     workingDecayFloor?: number;
     peripheralDecayFloor?: number;
+    knowledgeHalfLifeMultiplier?: number;
+    experienceHalfLifeMultiplier?: number;
   };
   tier?: {
     coreAccessThreshold?: number;
@@ -2377,8 +2379,16 @@ const memoryLanceDBProPlugin = {
             return;
           }
 
-          // Apply intent-based category boost for adaptive mode
-          const rankedResults = intent ? applyCategoryBoost(results, intent) : results;
+          // Apply intent-based category boost for adaptive mode, then the
+          // knowledge/experience type boost (arxiv:2602.05665 §V-E).
+          const categoryBoosted = intent ? applyCategoryBoost(results, intent) : results;
+          const rankedResults = intent
+            ? applyMemoryTypeBoost(
+                categoryBoosted,
+                intent,
+                (entry) => parseSmartMetadata(entry.metadata, entry).memory_type,
+              )
+            : categoryBoosted;
 
           // Filter out redundant memories based on session history
           const minRepeated = config.autoRecallMinRepeated ?? 8;

openclaw.plugin.json

@@ -496,6 +496,20 @@
             "minimum": 0,
             "maximum": 1,
             "default": 0.5
+          },
+          "knowledgeHalfLifeMultiplier": {
+            "type": "number",
+            "minimum": 0.1,
+            "maximum": 10,
+            "default": 3.0,
+            "description": "Half-life multiplier for knowledge-type memories (profile / preferences / entities / patterns). >1 makes knowledge decay slower. Set both multipliers to 1.0 to disable K/E decoupling (arxiv:2602.05665 §V-E)."
+          },
+          "experienceHalfLifeMultiplier": {
+            "type": "number",
+            "minimum": 0.1,
+            "maximum": 10,
+            "default": 0.7,
+            "description": "Half-life multiplier for experience-type memories (events / cases). <1 makes trajectory logs decay faster. Set both multipliers to 1.0 to disable K/E decoupling."
           }
         }
       },
@@ -1162,6 +1176,16 @@
       "help": "Weibull beta for peripheral memories.",
       "advanced": true
     },
+    "decay.knowledgeHalfLifeMultiplier": {
+      "label": "Knowledge Half-Life Multiplier",
+      "help": "Multiplier applied to the half-life of knowledge-type memories (profile, preferences, entities, patterns). >1 makes them decay slower. Set to 1.0 to disable K/E decoupling.",
+      "advanced": true
+    },
+    "decay.experienceHalfLifeMultiplier": {
+      "label": "Experience Half-Life Multiplier",
+      "help": "Multiplier applied to the half-life of experience-type memories (events, cases). <1 makes trajectory logs fade faster.",
+      "advanced": true
+    },
     "tier.coreAccessThreshold": {
       "label": "Core Access Threshold",
       "help": "Minimum recall count before promoting to core.",

scripts/ci-test-manifest.mjs

@@ -47,6 +47,7 @@ export const CI_TEST_MANIFEST = [
   { group: "core-regression", runner: "node", file: "test/store-serialization.test.mjs" },
   { group: "core-regression", runner: "node", file: "test/access-tracker-retry.test.mjs" },
   { group: "core-regression", runner: "node", file: "test/embedder-cache.test.mjs" },
+  { group: "core-regression", runner: "node", file: "test/knowledge-experience-decoupling.test.mjs", args: ["--test"] },
 ];
 
 export function getEntriesForGroup(group) {

scripts/verify-ci-test-manifest.mjs

@@ -42,11 +42,13 @@ const EXPECTED_BASELINE = [
   { group: "storage-and-schema", runner: "node", file: "test/cross-process-lock.test.mjs", args: ["--test"] },
   { group: "core-regression", runner: "node", file: "test/preference-slots.test.mjs", args: ["--test"] },
   { group: "core-regression", runner: "node", file: "test/is-latest-auto-supersede.test.mjs" },
+  { group: "core-regression", runner: "node", file: "test/hook-dedup-phase1.test.mjs", args: ["--test"] },
   { group: "core-regression", runner: "node", file: "test/temporal-awareness.test.mjs", args: ["--test"] },
   // Issue #598 regression tests
   { group: "core-regression", runner: "node", file: "test/store-serialization.test.mjs" },
   { group: "core-regression", runner: "node", file: "test/access-tracker-retry.test.mjs" },
   { group: "core-regression", runner: "node", file: "test/embedder-cache.test.mjs" },
+  { group: "core-regression", runner: "node", file: "test/knowledge-experience-decoupling.test.mjs", args: ["--test"] },
 ];
 
 function fail(message) {

src/decay-engine.ts

@@ -8,7 +8,7 @@
  * - Intrinsic: importance × confidence
  */
 
-import type { MemoryTier } from "./memory-categories.js";
+import type { MemoryTier, MemoryType } from "./memory-categories.js";
 
 // ============================================================================
 // Types
@@ -43,6 +43,14 @@ export interface DecayConfig {
   workingDecayFloor: number;
   /** Decay floor for Peripheral memories (default: 0.5) */
   peripheralDecayFloor: number;
+  /**
+   * Knowledge/experience half-life multipliers (arxiv:2602.05665 §V-E).
+   * Knowledge is static reference data — decays slower (3x).
+   * Experience is trajectory data — decays faster (0.7x), letting old logs fade.
+   * Set both to 1.0 to disable K/E decoupling.
+   */
+  knowledgeHalfLifeMultiplier: number;
+  experienceHalfLifeMultiplier: number;
 }
 
 export const DEFAULT_DECAY_CONFIG: DecayConfig = {
@@ -59,6 +67,8 @@ export const DEFAULT_DECAY_CONFIG: DecayConfig = {
   coreDecayFloor: 0.9,
   workingDecayFloor: 0.7,
   peripheralDecayFloor: 0.5,
+  knowledgeHalfLifeMultiplier: 3.0,
+  experienceHalfLifeMultiplier: 0.7,
 };
 
 export interface DecayScore {
@@ -80,6 +90,8 @@ export interface DecayableMemory {
   lastAccessedAt: number;
   /** Temporal classification: "dynamic" memories decay 3x faster. */
   temporalType?: "static" | "dynamic";
+  /** Knowledge-vs-experience classification; applies a half-life multiplier when set. */
+  memoryType?: MemoryType;
 }
 
 export interface DecayEngine {
@@ -120,6 +132,8 @@ export function createDecayEngine(
     coreDecayFloor,
     workingDecayFloor,
     peripheralDecayFloor,
+    knowledgeHalfLifeMultiplier,
+    experienceHalfLifeMultiplier,
   } = config;
 
   function getTierBeta(tier: MemoryTier): number {
@@ -155,7 +169,14 @@ export function createDecayEngine(
       memory.accessCount > 0 ? memory.lastAccessedAt : memory.createdAt;
     const daysSince = Math.max(0, (now - lastActive) / MS_PER_DAY);
     // Dynamic memories decay 3x faster (1/3 half-life)
-    const baseHL = memory.temporalType === "dynamic" ? halfLife / 3 : halfLife;
+    const temporalHL = memory.temporalType === "dynamic" ? halfLife / 3 : halfLife;
+    const typeMultiplier =
+      memory.memoryType === "knowledge"
+        ? knowledgeHalfLifeMultiplier
+        : memory.memoryType === "experience"
+          ? experienceHalfLifeMultiplier
+          : 1.0;
+    const baseHL = temporalHL * typeMultiplier;
     const effectiveHL = baseHL * Math.exp(mu * memory.importance);
     const lambda = Math.LN2 / effectiveHL;
     const beta = getTierBeta(memory.tier);

src/intent-analyzer.ts

@@ -29,6 +29,13 @@ export type MemoryCategoryIntent =
 
 export type RecallDepth = "l0" | "l1" | "full";
 
+/**
+ * Knowledge vs Experience routing (arxiv:2602.05665 §V-E).
+ * Set from per-intent-rule hints; consumed by applyMemoryTypeBoost to
+ * promote the matching side of the split.
+ */
+export type MemoryTypeIntent = "knowledge" | "experience";
+
 export interface IntentSignal {
   /** Categories to prioritize (ordered by relevance). */
   categories: MemoryCategoryIntent[];
@@ -38,6 +45,8 @@ export interface IntentSignal {
   confidence: "high" | "medium" | "low";
   /** Short label for logging. */
   label: string;
+  /** Preferred memory type (knowledge vs experience), if the query leans one way. */
+  memoryType?: MemoryTypeIntent;
 }
 
 // ============================================================================
@@ -49,6 +58,7 @@ interface IntentRule {
   patterns: RegExp[];
   categories: MemoryCategoryIntent[];
   depth: RecallDepth;
+  memoryType?: MemoryTypeIntent;
 }
 
 /**
@@ -66,6 +76,22 @@ const INTENT_RULES: IntentRule[] = [
     ],
     categories: ["preference", "decision"],
     depth: "l0",
+    memoryType: "knowledge",
+  },
+
+  // --- Experience / Trajectory queries (K-E decoupling, §V-E) ---
+  // Kept above "decision" so queries like "last time we decided" route to
+  // experience rather than generic decision-rationale.
+  {
+    label: "experience",
+    patterns: [
+      /\b(last time|remember when|recall when|when we (tried|did|built|shipped|deployed))\b/i,
+      /\b(previously|earlier (we|i)|we used to|ran into|encountered)\b/i,
+      /(上次|上回|之前|以前|记得|还记得|那次|那会|先前)/,
+    ],
+    categories: ["decision", "fact"],
+    depth: "full",
+    memoryType: "experience",
   },
 
   // --- Decision / Rationale queries ---
@@ -78,6 +104,7 @@ const INTENT_RULES: IntentRule[] = [
     ],
     categories: ["decision", "fact"],
     depth: "l1",
+    memoryType: "experience",
   },
 
   // --- Entity / People / Project queries ---
@@ -92,6 +119,7 @@ const INTENT_RULES: IntentRule[] = [
     ],
     categories: ["entity", "fact"],
     depth: "l1",
+    memoryType: "knowledge",
   },
 
   // --- Event / Timeline queries ---
@@ -102,10 +130,11 @@ const INTENT_RULES: IntentRule[] = [
     patterns: [
       /\b(when did|what happened|timeline|incident|outage|deploy|release|shipped)\b/i,
       /\b(last (week|month|time|sprint)|recently|yesterday|today)\b/i,
-      /(什么时候|发生了什么|时间线|事件|上线|部署|发布|上次|最近)/,
+      /(什么时候|发生了什么|时间线|事件|上线|部署|发布|最近)/,
     ],
     categories: ["entity", "decision"],
     depth: "full",
+    memoryType: "experience",
   },
 
   // --- Fact / Knowledge queries ---
@@ -114,10 +143,11 @@ const INTENT_RULES: IntentRule[] = [
     patterns: [
       /\b(how (does|do|to)|what (does|do|is)|explain|documentation|spec)\b/i,
       /\b(config|configuration|setup|install|architecture|api|endpoint)\b/i,
-      /(怎么|如何|是什么|解释|文档|规范|配置|安装|架构|接口)/,
+      /(怎么|如何|是什么|解释|文档|规范|配置|安装|架构|接口|原理|规则)/,
     ],
     categories: ["fact", "entity"],
     depth: "l1",
+    memoryType: "knowledge",
   },
 ];
 
@@ -150,6 +180,7 @@ export function analyzeIntent(query: string): IntentSignal {
         depth: rule.depth,
         confidence: "high",
         label: rule.label,
+        memoryType: rule.memoryType,
       };
     }
   }
@@ -195,6 +226,38 @@ export function applyCategoryBoost<
   return boosted.sort((a, b) => b.score - a.score);
 }
 
+/**
+ * Boost results whose stored memory_type matches the intent's memoryType.
+ *
+ * Implements the retrieval half of knowledge-experience decoupling
+ * (arxiv:2602.05665 §V-E). Call AFTER applyCategoryBoost so both signals
+ * compound on the same result set.
+ *
+ * `getMemoryType` reads the stored type from entry metadata — accepting a
+ * callback keeps this module free of JSON-parsing and smart-metadata imports.
+ */
+export function applyMemoryTypeBoost<
+  T extends { entry: { metadata?: string }; score: number },
+>(
+  results: T[],
+  intent: IntentSignal,
+  getMemoryType: (entry: T["entry"]) => "knowledge" | "experience" | undefined,
+  boostFactor = 1.15,
+): T[] {
+  if (!intent.memoryType || intent.confidence === "low") return results;
+
+  const want = intent.memoryType;
+  const boosted = results.map((r) => {
+    const type = getMemoryType(r.entry);
+    if (type === want) {
+      return { ...r, score: Math.min(1, r.score * boostFactor) };
+    }
+    return r;
+  });
+
+  return boosted.sort((a, b) => b.score - a.score);
+}
+
 /**
  * Format a memory entry for context injection at the specified depth level.
  *

src/memory-categories.ts

@@ -41,6 +41,51 @@ export const APPEND_ONLY_CATEGORIES = new Set<MemoryCategory>([
 /** Memory tier levels for lifecycle management. */
 export type MemoryTier = "core" | "working" | "peripheral";
 
+/**
+ * Knowledge vs Experience decoupling (see arxiv:2602.05665 §III-C, §V-E).
+ *
+ * - knowledge: passive, static, verifiable reference (profile / preferences / entities / patterns)
+ * - experience: trajectory log of interactions and outcomes (events / cases)
+ */
+export type MemoryType = "knowledge" | "experience";
+
+const KNOWLEDGE_CATEGORIES = new Set<MemoryCategory>([
+  "profile",
+  "preferences",
+  "entities",
+  "patterns",
+]);
+
+const EXPERIENCE_CATEGORIES = new Set<MemoryCategory>([
+  "events",
+  "cases",
+]);
+
+const KNOWLEDGE_LEGACY = new Set(["preference", "fact", "entity"]);
+const EXPERIENCE_LEGACY = new Set(["decision", "reflection"]);
+
+/**
+ * Classify a memory as knowledge or experience.
+ * Prefers the 6-category `memory_category`; falls back to the legacy top-level category.
+ * Defaults to "knowledge" when neither is informative (conservative for decay: knowledge decays slower).
+ */
+export function classifyMemoryType(
+  memoryCategory: MemoryCategory | string | undefined,
+  legacyCategory?: string,
+): MemoryType {
+  if (typeof memoryCategory === "string") {
+    const mc = memoryCategory as MemoryCategory;
+    if (KNOWLEDGE_CATEGORIES.has(mc)) return "knowledge";
+    if (EXPERIENCE_CATEGORIES.has(mc)) return "experience";
+  }
+  if (legacyCategory) {
+    const lc = legacyCategory.toLowerCase();
+    if (KNOWLEDGE_LEGACY.has(lc)) return "knowledge";
+    if (EXPERIENCE_LEGACY.has(lc)) return "experience";
+  }
+  return "knowledge";
+}
+
 /** A candidate memory extracted from conversation by LLM. */
 export type CandidateMemory = {
   category: MemoryCategory;