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DEF CON 33 - Fingerprint-Based Bot Blocking & Dynamic Deception - Adel Karimi

815 views· 18 likes· 43:19· Oct 10, 2025

IP blocklists rot in minutes; fingerprints persist for months. Finch is a lightweight reverse proxy that makes allow, block, or route decisions based on TLS and HTTP fingerprints (JA3, JA4, JA4H, and HTTP/2), before traffic reaches your production servers or research honeypots. Layered on top, a custom AI agent monitors Finch’s event stream, silences boring bots, auto-updates rules, and even crafts stub responses for unhandled paths; so the next probing request gets a convincing reply. The result is a self-evolving, fingerprint-aware firewall that slashes bot noise and turns passive traps into dynamic deception.

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