OrbitMind
Autonomous navigation around non-cooperative Resident Space Objects (RSOs) is critical for future in-orbit servicing and space logistics missions, including refueling and active debris removal. These missions require a servicer spacecraft to operate at close proximity to targets that provide no cooperative aids, making the task inherently risky.
OrbitMind is an on-device autonomous navigation and docking system designed for safe interaction with non-cooperative RSOs. The system enables real-time pose estimation, navigation, and safety monitoring using only onboard sensors and computation with zero cloud reliance. Built with LLaMA for on-device intelligence, it provides lightweight, efficient reasoning optimized for spacecraft constraints with deterministic, fast inference critical for safety-critical control loops.
Beli
In 2024, fraud shifted from hacking systems to hacking people. AI-generated voices and high-pressure tactics exploit human trust during phone calls that feel completely real. Cloud-based defenses introduce delays and privacy concerns that make real-time protection ineffective in moments of panic.
Beli (meaning "friend" in Punjabi) is an on-device firewall for human conversations. It runs silently during calls, analyzing speech locally to detect psychological manipulation patterns like false urgency, authority impersonation, and payment redirection requests. Using a dual-engine edge AI pipeline with on-device speech-to-text and reasoning models, Beli delivers discreet haptic vibration alerts without the caller knowing—all without internet, cloud, or data leaving the device.
SilentWitness
Collecting evidence in abuse situations is often more dangerous than the abuse itself. Cloud-based apps leave traces that can be monitored or weaponized by abusers. In many situations, internet access is unreliable or controlled, making cloud-dependent solutions inadequate for those who need protection most.
SilentWitness is a covert, offline mobile AI disguised as a calculator app that discreetly documents abusive or threatening situations. Running 100% on-device with no internet access, it detects threat escalation and emotional distress, generates timestamped legally-structured evidence summaries, and stores everything in an encrypted local vault. Built with the RunAnywhere SDK, quantized Whisper for speech-to-text, and DeepSeek R1 for threat reasoning, it includes panic-wipe and decoy modes for maximum user safety.