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GenPot: A generative honeypot architecture for adaptive web and API interaction

The authors present a honeypot architecture based on a fine-tuned LLM that combines command-line, API and dynamic web interaction with state management and security safeguards. The abstract describes a prototype simulating a Synology NAS on an OpenCanary baseline and an adaptation to a medical FHIR API.

HoneypotApplication

What we know

The authors present a honeypot architecture based on a fine-tuned LLM that combines command-line, API and dynamic web interaction with state management and security safeguards. The abstract describes a prototype simulating a Synology NAS on an OpenCanary baseline and an adaptation to a medical FHIR API.

Evidence limits

Review limited to the deposited abstract; the full text was not read and results were not independently validated.

Reviewed: author abstract. Full-text results were not analyzed.

Sources and provenance

  1. GenPot: A generative honeypot architecture for adaptive web and API interaction
    abstract · 2026-10-11

Reviewed: 2026-10-13. This record may change when new evidence is found.

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