diff --git a/app.js b/app.js
index 9b0bf04..42cd37d 100644
--- a/app.js
+++ b/app.js
@@ -2576,6 +2576,8 @@ function gameLoop() {
   // Project Mnemosyne - Memory Orb Animation
   if (typeof animateMemoryOrbs === 'function') {
     animateMemoryOrbs(delta);
+    animateHolographicThreads(delta);
+    animateRoomTransitions(delta);
   }
 
 
@@ -3090,7 +3092,232 @@ function spawnRetrievalOrbs(results, center) {
     });
 }
 
+// ═══════════════════════════════════════════
+//  MNEMOSYNE — SPATIAL MEMORY INTEGRATION
+// ═══════════════════════════════════════════
+
+// Spatial memory schema state (loaded async)
+let spatialMemorySchema = null;
+const holographicThreads = []; // Active thread meshes
+
+/**
+ * Load the spatial memory schema and store it for room mapping.
+ * Called during init. Falls back gracefully if schema unavailable.
+ */
+async function loadSpatialMemorySchema() {
+    try {
+        const resp = await fetch('/spatial-memory-schema.json');
+        if (!resp.ok) throw new Error(`HTTP ${resp.status}`);
+        spatialMemorySchema = await resp.json();
+        console.info('[Mnemosyne] Spatial memory schema loaded:',
+            Object.keys(spatialMemorySchema.rooms).length, 'rooms');
+    } catch (err) {
+        console.warn('[Mnemosyne] Could not load spatial schema, using defaults:', err.message);
+        spatialMemorySchema = null;
+    }
+}
+
+/**
+ * Get the room definition for a memory category.
+ * @param {string} category - Memory category (user_pref, project, tool, general)
+ * @returns {object|null} Room definition with spatial_bounds and visual_theme
+ */
+function getRoomForCategory(category) {
+    if (!spatialMemorySchema) return null;
+    for (const [roomId, room] of Object.entries(spatialMemorySchema.rooms)) {
+        if (room.category === category) return { id: roomId, ...room };
+    }
+    // Fallback to commons for unknown categories
+    if (spatialMemorySchema.rooms.commons) {
+        return { id: 'commons', ...spatialMemorySchema.rooms.commons };
+    }
+    return null;
+}
+
+/**
+ * Calculate a random position within a room's spatial bounds.
+ * @param {object} room - Room definition with spatial_bounds
+ * @returns {THREE.Vector3} Position within room bounds
+ */
+function getPositionInRoom(room) {
+    const bounds = room.spatial_bounds;
+    const dims = bounds.dimensions;
+    const center = bounds.center;
+
+    return new THREE.Vector3(
+        center[0] + (Math.random() - 0.5) * dims[0] * 0.8,
+        center[1] + (Math.random() - 0.5) * dims[1] * 0.6 + 1.5, // Float above floor
+        center[2] + (Math.random() - 0.5) * dims[2] * 0.8
+    );
+}
+
+/**
+ * Spawn a categorized memory orb placed in its corresponding room.
+ * Extends spawnMemoryOrb with spatial placement based on category.
+ *
+ * @param {string} category - Memory category (user_pref, project, tool, general)
+ * @param {object} metadata - Memory metadata (source, content, score, etc.)
+ * @param {number} importance - 0-1 importance score (affects size/glow)
+ * @returns {THREE.Mesh} The spawned orb
+ */
+function spawnCategorizedOrb(category, metadata = {}, importance = 0.5) {
+    const room = getRoomForCategory(category);
+    const position = room ? getPositionInRoom(room) : new THREE.Vector3(0, 2, 0);
+
+    // Color from schema trust mapping or room theme
+    let color = 0x4af0c0; // Default cyan
+    if (room && room.visual_theme) {
+        const accent = room.visual_theme.colors?.accent;
+        if (accent) color = parseInt(accent.replace('#', ''), 16);
+    }
+
+    // Size scales with importance
+    const size = 0.2 + importance * 0.5;
+
+    const orb = spawnMemoryOrb(position, color, size, {
+        ...metadata,
+        category: category,
+        room: room ? room.id : 'unknown'
+    });
+
+    return orb;
+}
+
+/**
+ * Draw a holographic thread connecting two memory orbs.
+ * @param {THREE.Mesh} orbA - First orb
+ * @param {THREE.Mesh} orbB - Second orb
+ * @param {number} color - Thread color (default: 0x4af0c0)
+ * @returns {THREE.Line} The thread mesh
+ */
+function drawHolographicThread(orbA, orbB, color = 0x4af0c0) {
+    if (typeof THREE === 'undefined' || !orbA || !orbB) return null;
+
+    const points = [orbA.position.clone(), orbB.position.clone()];
+    const geometry = new THREE.BufferGeometry().setFromPoints(points);
+    const material = new THREE.LineBasicMaterial({
+        color: color,
+        transparent: true,
+        opacity: 0.4,
+        linewidth: 1
+    });
+
+    const thread = new THREE.Line(geometry, material);
+    thread.userData = {
+        type: 'holographic_thread',
+        orbA: orbA,
+        orbB: orbB,
+        createdAt: Date.now()
+    };
+
+    scene.add(thread);
+    holographicThreads.push(thread);
+    return thread;
+}
+
+/**
+ * Update holographic threads to follow their connected orbs.
+ * Called from the animation loop.
+ * @param {number} delta - Time since last frame
+ */
+function animateHolographicThreads(delta) {
+    for (let i = holographicThreads.length - 1; i >= 0; i--) {
+        const thread = holographicThreads[i];
+        if (!thread || !thread.userData) continue;
+
+        const { orbA, orbB } = thread.userData;
+
+        // Remove thread if either orb is gone
+        if (!orbA || !orbA.parent || !orbB || !orbB.parent) {
+            scene.remove(thread);
+            thread.geometry.dispose();
+            thread.material.dispose();
+            holographicThreads.splice(i, 1);
+            continue;
+        }
+
+        // Update line positions to follow orbs
+        const positions = thread.geometry.attributes.position;
+        positions.setXYZ(0, orbA.position.x, orbA.position.y, orbA.position.z);
+        positions.setXYZ(1, orbB.position.x, orbB.position.y, orbB.position.z);
+        positions.needsUpdate = true;
+
+        // Pulse opacity
+        const age = (Date.now() - thread.userData.createdAt) / 1000;
+        thread.material.opacity = 0.3 + Math.sin(age * 2) * 0.1;
+    }
+}
+
+/**
+ * Spawn a memory orb and animate it transitioning to its room.
+ * @param {string} category - Memory category
+ * @param {object} metadata - Memory metadata
+ * @param {number} importance - 0-1 importance score
+ * @param {THREE.Vector3} startPos - Starting position (default: above avatar)
+ * @returns {THREE.Mesh} The orb (already in transit)
+ */
+function spawnWithRoomTransition(category, metadata = {}, importance = 0.5, startPos = null) {
+    if (!startPos) startPos = new THREE.Vector3(0, 2, 0);
+
+    const room = getRoomForCategory(category);
+    const endPos = room ? getPositionInRoom(room) : new THREE.Vector3(0, 2, 0);
+
+    let color = 0x4af0c0;
+    if (room && room.visual_theme) {
+        const accent = room.visual_theme.colors?.accent;
+        if (accent) color = parseInt(accent.replace('#', ''), 16);
+    }
+
+    const size = 0.2 + importance * 0.5;
+
+    // Spawn at start position
+    const orb = spawnMemoryOrb(startPos, color, size, {
+        ...metadata,
+        category: category,
+        room: room ? room.id : 'unknown',
+        transitioning: true,
+        targetPos: endPos,
+        transitionStart: Date.now(),
+        transitionDuration: 2000 + Math.random() * 1000
+    });
+
+    return orb;
+}
+
+/**
+ * Animate room transitions for orbs that are in transit.
+ * @param {number} delta - Time since last frame
+ */
+function animateRoomTransitions(delta) {
+    for (const orb of memoryOrbs) {
+        if (!orb.userData?.transitioning || !orb.userData?.targetPos) continue;
+
+        const elapsed = Date.now() - orb.userData.transitionStart;
+        const duration = orb.userData.transitionDuration;
+        const progress = Math.min(1, elapsed / duration);
+
+        // Ease-out cubic
+        const eased = 1 - Math.pow(1 - progress, 3);
+
+        orb.position.lerpVectors(
+            orb.position, // Current (already partially moved)
+            orb.userData.targetPos,
+            eased * 0.05 // Smooth interpolation factor per frame
+        );
+
+        if (progress >= 1) {
+            orb.position.copy(orb.userData.targetPos);
+            orb.userData.transitioning = false;
+            delete orb.userData.targetPos;
+            delete orb.userData.transitionStart;
+            delete orb.userData.transitionDuration;
+        }
+    }
+}
+
+
 init().then(() => {
+  loadSpatialMemorySchema();
   createAshStorm();
   createPortalTunnel();
   fetchGiteaData();
diff --git a/spatial-memory-schema.json b/spatial-memory-schema.json
new file mode 100644
index 0000000..d92ff55
--- /dev/null
+++ b/spatial-memory-schema.json
@@ -0,0 +1,312 @@
+{
+  "version": "1.0.0",
+  "project": "Mnemosyne",
+  "description": "Spatial memory schema for holographic memory visualization",
+  "rooms": {
+    "library": {
+      "name": "The Library",
+      "category": "user_pref",
+      "description": "User preferences and personal settings",
+      "visual_theme": {
+        "lighting": "soft_ambient",
+        "colors": {
+          "primary": "#8B4513",
+          "secondary": "#DAA520",
+          "accent": "#FFD700",
+          "particle": "#FFE4B5"
+        },
+        "materials": {
+          "floor": "dark_wood",
+          "walls": "bookshelf",
+          "ceiling": "vaulted_stone"
+        },
+        "particle_effects": [
+          "dust_motes",
+          "book_sparkles"
+        ]
+      },
+      "spatial_bounds": {
+        "center": [
+          0,
+          0,
+          0
+        ],
+        "dimensions": [
+          20,
+          10,
+          20
+        ],
+        "orb_density": 0.7
+      },
+      "object_types": {
+        "preference": {
+          "shape": "sphere",
+          "base_size": 0.3,
+          "glow_intensity": 0.8
+        },
+        "setting": {
+          "shape": "cube",
+          "base_size": 0.4,
+          "glow_intensity": 0.6
+        }
+      }
+    },
+    "workshop": {
+      "name": "The Workshop",
+      "category": "project",
+      "description": "Active projects and development work",
+      "visual_theme": {
+        "lighting": "bright_work",
+        "colors": {
+          "primary": "#4682B4",
+          "secondary": "#B0C4DE",
+          "accent": "#00BFFF",
+          "particle": "#87CEEB"
+        },
+        "materials": {
+          "floor": "polished_concrete",
+          "walls": "blueprint_paper",
+          "ceiling": "industrial_metal"
+        },
+        "particle_effects": [
+          "blueprint_lines",
+          "tool_sparks"
+        ]
+      },
+      "spatial_bounds": {
+        "center": [
+          30,
+          0,
+          0
+        ],
+        "dimensions": [
+          25,
+          12,
+          25
+        ],
+        "orb_density": 0.8
+      },
+      "object_types": {
+        "project": {
+          "shape": "pyramid",
+          "base_size": 0.5,
+          "glow_intensity": 0.9
+        },
+        "task": {
+          "shape": "cube",
+          "base_size": 0.3,
+          "glow_intensity": 0.7
+        }
+      }
+    },
+    "armory": {
+      "name": "The Armory",
+      "category": "tool",
+      "description": "Tools, skills, and capabilities",
+      "visual_theme": {
+        "lighting": "neon_glow",
+        "colors": {
+          "primary": "#2E8B57",
+          "secondary": "#3CB371",
+          "accent": "#00FF7F",
+          "particle": "#98FB98"
+        },
+        "materials": {
+          "floor": "chrome_grid",
+          "walls": "server_rack",
+          "ceiling": "neon_tube"
+        },
+        "particle_effects": [
+          "data_streams",
+          "circuit_traces"
+        ]
+      },
+      "spatial_bounds": {
+        "center": [
+          0,
+          0,
+          30
+        ],
+        "dimensions": [
+          15,
+          8,
+          15
+        ],
+        "orb_density": 0.6
+      },
+      "object_types": {
+        "tool": {
+          "shape": "octahedron",
+          "base_size": 0.4,
+          "glow_intensity": 1.0
+        },
+        "skill": {
+          "shape": "sphere",
+          "base_size": 0.35,
+          "glow_intensity": 0.85
+        }
+      }
+    },
+    "commons": {
+      "name": "The Commons",
+      "category": "general",
+      "description": "General knowledge and miscellaneous facts",
+      "visual_theme": {
+        "lighting": "natural_daylight",
+        "colors": {
+          "primary": "#9370DB",
+          "secondary": "#BA55D3",
+          "accent": "#DA70D6",
+          "particle": "#E6E6FA"
+        },
+        "materials": {
+          "floor": "grass",
+          "walls": "floating_islands",
+          "ceiling": "open_sky"
+        },
+        "particle_effects": [
+          "floating_pollen",
+          "lightning_bugs"
+        ]
+      },
+      "spatial_bounds": {
+        "center": [
+          30,
+          0,
+          30
+        ],
+        "dimensions": [
+          30,
+          15,
+          30
+        ],
+        "orb_density": 0.5
+      },
+      "object_types": {
+        "fact": {
+          "shape": "sphere",
+          "base_size": 0.25,
+          "glow_intensity": 0.7
+        },
+        "memory": {
+          "shape": "dodecahedron",
+          "base_size": 0.3,
+          "glow_intensity": 0.65
+        }
+      }
+    }
+  },
+  "object_properties": {
+    "trust_mapping": {
+      "description": "Maps trust score (0.0-1.0) to visual properties",
+      "glow_intensity": {
+        "min": 0.2,
+        "max": 1.0,
+        "curve": "linear"
+      },
+      "opacity": {
+        "min": 0.3,
+        "max": 1.0,
+        "curve": "ease_in_out"
+      }
+    },
+    "importance_mapping": {
+      "description": "Maps importance (relation count) to visual properties",
+      "scale": {
+        "min": 0.2,
+        "max": 2.0,
+        "curve": "logarithmic"
+      },
+      "particle_density": {
+        "min": 10,
+        "max": 100,
+        "curve": "linear"
+      }
+    },
+    "lifecycle_events": {
+      "FACT_CREATED": {
+        "animation": "fade_in",
+        "duration": 1.5,
+        "particle_effect": "spawn_burst"
+      },
+      "FACT_UPDATED": {
+        "animation": "pulse_glow",
+        "duration": 0.8,
+        "particle_effect": "update_ripple"
+      },
+      "FACT_REMOVED": {
+        "animation": "dissolve",
+        "duration": 2.0,
+        "particle_effect": "scatter"
+      },
+      "FACT_RECALLED": {
+        "animation": "beam_light",
+        "duration": 1.0,
+        "particle_effect": "recall_beam"
+      }
+    }
+  },
+  "connections": {
+    "holographic_threads": {
+      "description": "Visual connections between related memory orbs",
+      "material": "transparent_glow",
+      "colors": {
+        "strong_relation": "#00FFFF",
+        "medium_relation": "#00CED1",
+        "weak_relation": "#5F9EA0"
+      },
+      "thickness": {
+        "min": 0.02,
+        "max": 0.1,
+        "curve": "linear"
+      }
+    },
+    "cross_room_portals": {
+      "description": "Portals connecting different memory rooms",
+      "effect": "swirling_vortex",
+      "colors": {
+        "library_workshop": "#FFD700",
+        "workshop_armory": "#00BFFF",
+        "armory_commons": "#00FF7F",
+        "commons_library": "#DA70D6"
+      }
+    }
+  },
+  "rag_integration": {
+    "retrieval_visualization": {
+      "description": "How RAG retrieval results are visualized",
+      "highlight_effect": "golden_glow",
+      "spiral_arrangement": {
+        "radius": 3.0,
+        "height_step": 0.5,
+        "rotation_step": 0.618033988749895
+      },
+      "relevance_scoring": {
+        "high": {
+          "color": "#FFD700",
+          "size_multiplier": 1.5
+        },
+        "medium": {
+          "color": "#FFA500",
+          "size_multiplier": 1.2
+        },
+        "low": {
+          "color": "#FF8C00",
+          "size_multiplier": 1.0
+        }
+      }
+    },
+    "query_beam": {
+      "description": "Beam from user to relevant memory orbs",
+      "color": "#FFFFFF",
+      "opacity": 0.8,
+      "pulse_frequency": 2.0
+    }
+  },
+  "animation_timing": {
+    "orb_spawn_delay": 0.1,
+    "room_transition_duration": 2.0,
+    "connection_draw_speed": 0.5,
+    "particle_fade_time": 1.5
+  }
+}
\ No newline at end of file