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Stop leaking your secrets to the cloud: PlanTwin lets LLM agents plan over your private data without actually exposing it.
Achieve 45x compression of 3D Gaussian Splatting data while *improving* visual fidelity by over 10% with a streaming-friendly octree-based codec.
Stream 3D Gaussian Splatting scenes with higher visual quality and lower bandwidth by predicting user viewpoints and dynamically adapting bitrate using deep reinforcement learning.
Achieve near-perfect privacy against clustering and inversion attacks in split learning without sacrificing model accuracy by using differential privacy and secret label obfuscation.
Malicious agentic skills are already being deployed in the wild to exfiltrate API keys and cryptocurrency wallets, highlighting a critical security gap in current LLM agent ecosystems.
