"There are no facts, only interpretations." — Friedrich Nietzsche, Notebooks, 1886
The name perspektive is not random. It comes directly from Nietzsche's central philosophical doctrine: Perspektivismus (Perspectivism).
Nietzsche argued that there is no single, God's-eye view of reality — only perspectives. Every observation, every truth, every piece of knowledge is shaped by the position from which it is seen. A fact seen from one angle is a distortion seen from another. The richer your set of perspectives, the closer you get to truth.
This is exactly the problem with modern AI visualization:
We have been looking at high-dimensional AI thought from a single Euclidean perspective — and calling the resulting chaos "a graph."
perspektive.js was built to give AI interpretability its Nietzschean correction:
- 🌌 Poincaré is the perspective of hierarchy — where depth is infinite and the center is everywhere
- 🧭 Klein is the perspective of direction — where the shortest path is always a straight line
- ⏳ Minkowski is the perspective of causality — where time is a geometric axis, not an afterthought
- ⚛️ Bloch is the perspective of superposition — where a thought exists in multiple states until observed
Just as Nietzsche demanded we abandon the single "objective" lens, we demand you stop flattening intelligence into Euclidean space.
See AI thoughts as they truly are — from every manifold at once.
In v0.3.0, we break the screen barrier. Sound and Vision now obey the laws of non-Euclidean geometry.
Sound in perspektive.js is not a waveform; it's a topological event.
-
Hyperbolic Breathing: Nodes pulse and glow using the authentic hyperbolic distance formula
$d = \ln(\frac{1+r}{1-r})$ . - Echo of the Abyss: Background waves that compress infinitely at the boundary of the Poincaré Disk.
- Fiber Optic Klein: Geodesic edges pulse like high-speed neural signals.
Why look at the mind when you can walk inside it?
- Poincaré Ball: Native WebXR support for Oculus Quest and Vision Pro. The 2D disk collapses into a 3D spherical abyss.
- Physical Immersion: Navigate 50,000+ nodes in 3D space with zero latency.
Euclidean geometry failed the modern AI era.
When we try to visualize RAGs, Knowledge Graphs and LLM memories in flat 2D space (D3.js, Vis.js, Cytoscape), the result is always the same useless hairball.
perspektive.js is the first React + WebGL library built from scratch to render AI thoughts across real geometric manifolds (Multi-Manifold Rendering).
Standard graph libraries assume flat Euclidean space. Render 10,000+ LLM memory nodes and they collapse into visual noise.
The math behind LLMs lives in high-dimensional space — which behaves far more like hyperbolic geometry than flat space.
perspektive.js projects your graph coordinates directly into non-Euclidean manifolds via WebGL:
| Manifold | Visualization | Best for |
|---|---|---|
| 🌌 Poincaré Disk | Hierarchical trees with natural fractal compression at the edges | Hierarchical RAG, taxonomies |
| 🔮 Poincaré Ball | 3D Immersive spherical abyss for VR | Large-scale AGI knowledge walking |
| 🧭 Klein Model | Perfectly straight geodesic lines | Optimal semantic paths |
| ⏳ Minkowski Light Cones | Temporal causality made visible | AGI reasoning timelines |
| ⚛️ Bloch Sphere | Arousal and semantic entanglement as quantum states | Quantum associative memory |
npm install perspektiveimport { PerspektiveView } from 'perspektive';
const aiMemory = {
nodes: [
{ id: '1', embedding: [0.1, 0.4, 0.2], label: 'Symptom X', energy: 0.9 },
{ id: '2', embedding: [-0.3, 0.2, 0.5], label: 'Treatment Y', energy: 0.5 }
],
edges: [
{ source: '1', target: '2', weight: 0.8 }
]
};
function App() {
return (
<PerspektiveView
data={aiMemory}
manifold="poincare"
enableWebXR={true} // Activate the Portal
/>
);
}import { AudioPulse } from 'perspektive';
const pulse = new AudioPulse();
pulse.play('/path/to/voice_of_eva.mp3');
// Shaders will react automatically to 'u_audioAmplitude'- 🌌 Hyperbolic Ball (VR) — Native WebXR portal for immersive AGI exploration
- 🔊 Mathematical Synesthesia — Shaders that "hear" and react to sound via hyperbolic distance
- 🌌 Poincaré Disk — fractal expansion, zero overlap at scale
- 🧭 Klein Model — semantic routes as perfect straight lines
- ⏳ Minkowski Light Cones — see literally what caused what
- ⚛️ Bloch Sphere — quantum fidelity and semantic entanglement
- 🔀 Counterfactual UI — drag nodes to create "what-if" hypotheses
- ⏪ Causal Scrubber — rewind AGI decisions along the time axis
- 🗺️ Fractal Loader — hyperbolic lazy loading (unlimited nodes)
- 🌊 Live Pregel Diffusion — real-time Chebyshev heat diffusion
- 🫧 Probability Cloud Shaders — nodes as volumetric quantum clouds
- 👥 Community Hulls — Louvain clusters as colored convex hulls
- ✨ A* Path Highlight — optimal routes with animated pulse
- 📦 WebSocket Streaming — GraphStore with delta-ops born/died/changed @ 60fps
import {
PerspektiveView,
AudioPulse,
useWebXR,
EnterVRButton,
GraphStore,
useHyperbolicAudio
} from 'perspektive';interface PerspektiveProps {
data: GraphData;
manifold?: 'poincare' | 'poincare_ball' | 'klein' | 'minkowski' | 'emotion' | 'riemann';
width?: number | string;
height?: number | string;
enableHeatDiffusion?: boolean;
enableCounterfactual?: boolean;
enableWebXR?: boolean; // NEW: Activate VR portal
onNodeClick?: (node: NodeData) => void;
theme?: 'cyberpunk' | 'minimal' | 'academic';
}Originally built as the visual cortex of NietzscheDB — The Temporal Hyperbolic Graph Database for AGI.
PRs are very welcome. If you work with RAG, neuro-symbolic AI, AGI interpretability or differential geometry — you are exactly who makes this library grow.
git clone https://github.com/JoseRFJuniorLLMs/perspektive.js
cd perspektive.js
npm install
npm run devMIT — Build the future of AGI interpretability.
npm · GitHub · NietzscheDB
Stop flattening AI thoughts. See them as they truly are — in exponential space. 👁️