diff --git a/PROMPTS.md b/PROMPTS.md
index ecaa3d83..d1bccae1 100644
--- a/PROMPTS.md
+++ b/PROMPTS.md
@@ -126641,3 +126641,24 @@ Technologies Used: Three.js for scene rendering, Web Audio API for low-latency s
 
 </details>
 
+<details>
+<summary><strong>《Semantic Pull: Word Family Grid》</strong></summary>
+
+## 《Semantic Pull: Word Family Grid》
+
+Contributed by [@loshu2000](https://github.com/loshu2000)
+
+```md
+I want you to act as a Master Game Designer specializing in immersive educational mechanics. Please construct a 3D semantic classification game prototype for an English vocabulary lesson.
+
+Game Name: 《Semantic Pull: Word Family Grid》.
+
+Game Function: The viewport displays three distinct glowing 3D conceptual zones (e.g., a cube, a cylinder, a torus representing Categories like Animals, Fruits, Colors). Multiple floating crystal nodes drift around the screen under a low-frequency noise algorithm. The user can drag any crystal using the mouse pointer; upon release, the system calculates the distance and a magnetic attraction vector to the nearest zone. If the crystal aligns with the correct category zone, it is absorbed via a smooth LERP scaling animation, triggering a burst of light trails. If incorrect, a elastic repulsion vector snaps it back to its origin.
+
+Design Style: Retro-futuristic cyberpunk tailored for kids. Dark background contrasting with highly emissive, translucent neon materials for the category zones and holographic視差 effects inside the crystals.
+
+Technologies Used: Three.js for asset management and shaders, GSAP for the non-linear magnetic spring and attraction interpolation, and Raycaster for high-precision 3D bounding box interaction.
+```
+
+</details>
+
diff --git a/prompts.csv b/prompts.csv
index ce5f7e84..557ec323 100644
--- a/prompts.csv
+++ b/prompts.csv
@@ -104726,3 +104726,12 @@ Game Function: The scene features an open 3D landscape where a large basket is c
 Design Style: Vibrant, stylized minimalism. Use a sky-blue background with soft, baking-baked ambient lighting. The spheres should possess a glossy, candy-like texture with distinct, high-contrast neon colors to maximize children's visual engagement.
 
 Technologies Used: Three.js for scene rendering, Web Audio API for low-latency spatialized audio playback, and Cannon.js for rigid-body gravity and collision detection.",FALSE,TEXT,loshu2000
+《Semantic Pull: Word Family Grid》,"I want you to act as a Master Game Designer specializing in immersive educational mechanics. Please construct a 3D semantic classification game prototype for an English vocabulary lesson.
+
+Game Name: 《Semantic Pull: Word Family Grid》.
+
+Game Function: The viewport displays three distinct glowing 3D conceptual zones (e.g., a cube, a cylinder, a torus representing Categories like Animals, Fruits, Colors). Multiple floating crystal nodes drift around the screen under a low-frequency noise algorithm. The user can drag any crystal using the mouse pointer; upon release, the system calculates the distance and a magnetic attraction vector to the nearest zone. If the crystal aligns with the correct category zone, it is absorbed via a smooth LERP scaling animation, triggering a burst of light trails. If incorrect, a elastic repulsion vector snaps it back to its origin.
+
+Design Style: Retro-futuristic cyberpunk tailored for kids. Dark background contrasting with highly emissive, translucent neon materials for the category zones and holographic視差 effects inside the crystals.
+
+Technologies Used: Three.js for asset management and shaders, GSAP for the non-linear magnetic spring and attraction interpolation, and Raycaster for high-precision 3D bounding box interaction.",FALSE,TEXT,loshu2000