A CAS-institute thesis on differentiating human vs. automated ("machine") network behavior deploys an HTTP/SSL key-field extraction and app-identification system at a live network gateway (mirrored traffic) built on a modified nDPI (extended to recognize 108 application-layer protocols) plus a custom rule-scan module whose region/group/compile config hierarchy and terminology closely parallel MAAT's separately-documented architecture, suggesting shared lineage between this academic prototype and MAAT's production rule engine.

An internal TSG operations/troubleshooting manual lays out TSG's full traffic pipeline (NIC -> mrzcpd/marsio capture driver -> sapp DPI engine -> firewall/proxy(KNI->TFE)/active-defense/WAN-NAT policy branches) and shows engineers using maat_redis_tool to pull the live Redis-synced blocking policy tables (TSG_SECURITY_COMPILE, TSG_OBJ_IP_ADDR, TSG_OBJ_APP_ID) and filter them by numeric policy/object ID to debug why a block rule isn't firing.

The internal 'MAAT网络流处理配置统一描述框架' engineering manual (v3.1.20, author 郑超, 2021) documents MAAT's Redis-synced rule-compilation framework and its RuleScan/Hyperscan-based pattern-matching engine (libmaatframe.so / librulescan), and records that RuleScan's fast-scan feature caused a production outage on 2019-03-19 and has been disabled ever since.

Exported AppSketch/MAAT signature-object JSON shows named per-VPN detection rules combining multiple independent vectors: CyberGhost's WireGuard variant is matched by a hex UDP-payload pattern (04000000*), destination port 1337, and ip.proto=17 together (signature cyberghostvpn_wireguard); Windscribe's OpenVPN control channel is matched by two offset-anchored hex byte patterns plus an exact 86-byte payload length (windscribevpn_openvpn_payload); and ExpressVPN is matched independently via a literal JA3 hash (ssl.analysis.ja3), FQDN strings (expressapisv2.com, www.expressvpn.works), and a large enumerated IP list (700+ individual ip.dst entries observed before the 200KB text-extraction cutoff).

A dedicated AppSketch/MAAT signature object named 'Psiphon-Volunteer-IP' (signature_id 4054) blocklists specific IPv4/IPv6 CIDR ranges by ip.dst regardless of port (192.122.190.0/24, 2001:48a8:687f:1::/64, 141.219.0.0/16, and more), i.e. Geedge maintains infrastructure-level blocking of known Psiphon volunteer-hosted proxy server ranges rather than relying solely on app/protocol fingerprinting.

A signature object dated 2024-10-28 and named 'VPN servers in Russia' (fqdn variant signature_id 6217, IP variant 6216) blocklists specific FQDNs (api.tap2free.net, vpnlocal.app) and a companion IP-address object, showing Geedge curates geography-scoped VPN-infrastructure collections by country rather than only per-app-brand signatures — i.e. any server identified as VPN infrastructure hosted in a given country can be swept into a blocklist independent of which client app uses it.

MAAT/AppSketch signatures "turbovpn_udp_payload1"/"turbovpn_udp_payload2" detect Turbo VPN by matching a literal hex-encoded ASCII string in the UDP payload — keyword "$747572626f76706e0a00" decodes to the plaintext bytes "turbovpn\n\x00" — plus a second offset-anchored byte pattern, meaning Turbo VPN's own protocol handshake leaks a recognizable, unencrypted magic string that the DPI engine matches directly rather than needing any statistical or behavioral analysis.