Research Lab

Research Systems for AI, Industry, and Scientific Computing

Explore our ongoing research across AI safety, predictive maintenance, surrogate simulations, and geotechnology in one standalone public page.

AI Detection Systems

Hallucination Risk in Large Language Models

Recent studies have shown that the percentage of hallucinated content is quite high among popular LLMs, ranging from 17% to 19% up to 45% of the content. If left without serious attention and the appropriate corrections, AI hallucinations can lead to critical limitations of AI applications that negatively impact human civilization and its progress.
AI-generated content versus human content over time

Environmental Efficiency and Ethical AI Usage

Research published in Nature demonstrates that AI systems can contribute to a significant reduction in CO2 emissions. This environmental benefit represents a crucial advancement in sustainable technology deployment.

We strongly advocate for the responsible use of AI-generated content. Our tools are designed to assist researchers and writers in refining their original work, rather than replacing human creativity and critical thinking.

Environmental impact of AI usage

Panda v3.0 Detection Model

Advanced neural architecture optimized for LLM-generated content detection.

Core Detection Features

Perplexity Analysis94%
Burstiness Score91%
Entropy Mapping88%
N-Gram Frequency86%
Semantic Coherence92%
Stylometric Fingerprint85%
Token Probability90%

Accuracy

0.95

F1 Score

0.96

Backed by Research

Large Language Models Detection ResearchNortheastern University - November 2025
Comparative Study: AI Detection MethodsUniversity of Maryland - October 2025
GPT-4ClaudeGeminiDeepSeekKimi AILlamaPhi-4Others
Geotechnology

AI-Powered Geological Monitoring

We integrate artificial intelligence with autonomous drone systems to monitor landslides, seismic activity, and terrain instability, delivering real-time insights faster and more affordably than traditional methods.

Our geotechnology capabilities include AI-powered landslide detection, continuous seismic monitoring, high-resolution 3D terrain mapping, automated risk assessment, and scalable regional monitoring networks.

Landslide DetectionSeismic Monitoring3D Terrain MappingRisk AssessmentRegional Monitoring
Drone-based geotechnology monitoring