Luminus Labs
Hugging Face Link Inquiry✓ Apache 2.0 Open Weight

Open-Weight 1.6B V-JEPA Model Access Inquiry

Safetensors weights for our 1.6B Spatial AI World Model are available under the Apache 2.0 license. Submit a link inquiry below for weight access and technical documentation.

Open-Weight Spatial AI World Model

KS-WI Open Model & Production Engine

KineSpatial World Intelligence (KS-WI) is a 1.6B parameter V-JEPA latent world model. Access open weights via direct link inquiry or license the optional Hardened Production Engine.

Licensing Structure
Open-Weight (Apache 2.0) / Production Tier
HuggingFace Link Inquiry Access & Enterprise Hardened SLA
1.6B V-JEPA model weights access via Link Inquiry (Apache 2.0) + Optional C++ PREEMPT_RT Hardened Production Export.
Request Quote & Inquiry
Licensing Framework & Distribution Strategy

Open-Weight Community vs. Production Hardened Enterprise Tier

We believe core spatial intelligence should be accessible to all AI researchers. The open-weight model is distributed freely on Hugging Face. For physical hardware deployments requiring low latency and hard safety guarantees, our commercial Production License provides hardened compiled runtimes.

Community Tier (Apache 2.0)$0 / Free

Open-Weight Hugging Face Distribution

  • Full 1.6B V-JEPA Dense Safetensors Checkpoint
  • PyTorch & Apple MLX Inference Scripts
  • Hugging Face Hub `transformers` Pipeline Support
  • Open Research & Non-Gated Prototyping
Inquire HF Model Access →
COMMERCIAL PRODUCTION TIER
Production LicenseEnterprise SLA

Hardened & Optimized Runtime Variant

  • Bare-Metal C++ PREEMPT_RT (`SCHED_FIFO 99`) Runtime
  • TensorRT FP8/INT8 Quantized Engine (< 1.2ms latency)
  • ASIL-D Compliant Hardware Safety Torque Clamp
  • Dedicated Systems Engineering SLA & Fine-Tuning Support

Architecture & Overview

KS-WI provides physical robotics with a predictive imagination engine. Available under the Apache 2.0 License via link inquiry, researchers and developers can run latent contact predictions directly in PyTorch or MLX. (TODO: Direct Hugging Face Hub automated weight repository association). For enterprise hardware deployments requiring real-time sub-millisecond guarantees, we offer a commercial Hardened PRODUCTION-equivalent License featuring pre-compiled C++ PREEMPT_RT zero-copy binaries, TensorRT FP8 quantization, and hardware torque boundary clamps.

Key Technical Deliverables

  • Open-Weight safetensors model checkpoints available via link inquiry.
  • Seamless integration via PyTorch / MLX latent prediction loops.
  • Hardened PRODUCTION Tier available with zero-copy C++ PREEMPT_RT runtime binaries.
  • TensorRT FP8/INT8 quantized engine graphs for sub-millisecond execution.
  • ASIL-D compliant hardware torque clamps to prevent physical boundary breaches.
Sample Integration InterfaceOPEN SOURCE / APACHE 2.0
# Open-Source Model Loading (Apache 2.0)
# TODO: Direct Hugging Face Hub automated repo association (luminus-ai/ks-wi-1.6b-jepa)
from huggingface_hub import hf_hub_download
import mlx.core as mx
from ks_wi import SpatialWorldModel

# Fetch 1.6B open weights (Link inquiry access token until automated HF association)
# weights_file = hf_hub_download(repo_id="luminus-ai/ks-wi-1.6b-jepa", filename="model.safetensors")
model = SpatialWorldModel.from_pretrained("luminus-ai/ks-wi-1.6b-jepa")

# Run latent spatial prediction horizon
latent_state = model.encode_perception(camera_feed, imu_vector)
predicted_horizon = model.predict_horizon(latent_state, steps=10)
print(f"[+] KS-WI Open Model prediction complete: {predicted_horizon.shape}")

# Enterprise Production Upgrade Option:
# engine = model.compile_hardened_runtime(tier="PRODUCTION", scheduler="PREEMPT_RT_99")

Hardware & Software Matrix

Parameter Size1.6B Dense Open Weights (Apache 2.0)
Model DistributionLink Inquiry (TODO: HuggingFace Repo Association)
Open RuntimesPyTorch, JAX, Apple MLX
Production Hardened RuntimeBare-Metal C++ PREEMPT_RT (SCHED_FIFO 99)
Inference Frequency60 Hz Open / 250 Hz Production Engine
Safety LayerASIL-D Aligned Hardware Torque Clamp