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#artificial intelligence Preprint Aug 2026

Chameleon: An Adaptive AI-Driven Honeypot Architecture Using Threat-Calibrated Particle Swarm Optimization and Semantic Deception Rapidly-Exploring Random Trees

Chameleon is an openly distributed adaptive honeypot that integrates: a BiLSTM classifier achieving 99.61% accuracy across seven threat categories at ~2 ms CPU latency; a locally deployed Qwen3.5-0.8B model delivering 90% generation accuracy at 4.5 ms latency; and two meta-heuristic engines.

R. Swami, Tusharkumar Singh, Akash Warde et al. · 0 citations
Open access Aug 2026

A Guided AI Framework for Customizable and Efficient Harmonization to the OMOP Common Data Model

The results suggest that this guided approach can shift the timeline for OHDSI-compliant warehousing from weeks of manual curation to a more manageable and scalable pipeline, potentially lowering the barrier to entry for smaller research teams.

Nishu Nehra, R. Swami, Dharani Dadi et al. · 0 citations

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