Shaperd's adaptive blocking-detection mode can integrate with external blockage-detection tools (e.g., Troll Patrol) to detect when a constraint set is no longer effective and automatically switch to an alternate constraint set, changing packet patterns to restore connectivity without user intervention.

The GFW detects fully encrypted protocols using ad-hoc rules including the percentage of printable ASCII characters per packet (threshold: over 50%) and the observation that FEP entropy is considerably higher than normal encrypted TLS traffic. These rules are subject to frequent changes, making rigid FEP designs unable to adapt.

§1 detection

Packet timings are a distinct detection vector for circumvention tools beyond payload content and packet lengths, as demonstrated by Wails et al. 2024. Prior FEP-specific shaping work (Fenske et al.) addressed packet lengths but explicitly left timing shaping for future work, leaving a known gap in detection resistance.

§1 detection

Shaperd's proof-of-concept prototype (~1000 lines of Go) introduces a minimal 4.1% throughput overhead for a single entropy constraint; the first additional constraint added 5.1% overhead and the second added 5.5%, with total overhead scaling with constraint count and rigor.

§2 evaluation

Shaperd introduces a constraint-agnostic traffic shaping system that operates on both packet content and timing in real time, designed for drop-in integration with any existing FEP. The system uses a four-component constraint definition (function, value, comparison operator, target packets) capable of expressing any rule based on a computable deterministic function over packet contents.

§2 defense

The September 2025 leak of ~600 GB from Geedge Networks and the MESA Lab (Institute of Information Engineering, Chinese Academy of Sciences) is the largest known document disclosure from the GFW vendor ecosystem. It establishes a direct lineage: MESA Lab (founded 2012 by Fang Binxing's team, annual contracted revenue >35M RMB by 2016) spun out Geedge Networks in 2018, with MESA alumni filling key engineering roles (e.g. Zheng Chao as CTO). The leak includes ~64 GB of MESA git repositories, ~35 GB of MESA internal documents, ~15 GB of Geedge internal documents, and a ~3 GB Jira export — providing direct access to source code, work logs, and internal communications behind GFW R&D.

2025-geedge-mesa-leak §4 dpiactive-probingml-classifiersni-blockingfully-encrypted-detect

Internal Geedge documents confirm active contracts to deploy GFW-derived censorship and surveillance infrastructure in Myanmar, Pakistan, Ethiopia, Kazakhstan, and at least one additional unidentified country under the Belt and Road framework, in addition to domestic deployments in Xinjiang, Jiangsu, and Fujian. The exported product (the Tiangou Secure Gateway / TSG line) is not a stripped-down export variant — leaked TSG documentation shows DPI, active-probing, ML classifiers, and granular per-region traffic control rules that mirror the domestic GFW capability set.

2025-geedge-mesa-leak §5, §6 dpiactive-probingml-classifiersni-blockingdns-poisoningfully-encrypted-detecttraffic-shape

InterSecLab's 76-page analysis of the Geedge/MESA leak (based on nine months of indexing and translating >100,000 documents) characterizes the Tiangou Secure Gateway (TSG) product line as a commercially deployable detection stack that combines deep packet inspection, real-time mobile subscriber monitoring, active probing, ML-based traffic classifiers, and granular per-region rule sets. TSG is not a research prototype — leaked documentation includes deployment timelines and client government interactions for Kazakhstan, Ethiopia, Pakistan, Myanmar, and one unnamed country, with censorship rules explicitly tailored to each region.

2025-interseclab-internet-coup §3–§5 (InterSecLab report) dpiactive-probingml-classifiersni-blockingip-blockingtraffic-shapefully-encrypted-detect

Achieving active security (FEP-CCFA) requires that on any AEAD decryption failure a fully encrypted protocol silently return the empty string and keep the channel open indefinitely, never emitting a channel-closure signal. Any observable behavioral difference — including connection termination timing — leaks information about ciphertext-boundary locations to an active adversary.

2023-fenske-security §2.3 active-probingfully-encrypted-detect

No existing fully encrypted protocol — including Obfs4, Shadowsocks, VMess, and Obfuscated OpenSSH — simultaneously satisfies passive indistinguishability (FEP-CPFA), active-manipulation resistance (FEP-CCFA), and output-length shaping. The paper presents a novel stream-based construction that provably satisfies all three using AEAD-authenticated length blocks, an output buffer supporting arbitrary fragmentation, and a padding mechanism allowing the sender to emit exactly p output bytes on demand.

2023-fenske-security §2–3 fully-encrypted-detecttraffic-shapeactive-probing

Obfs4's data-transport phase encrypts per-record length fields with an unauthenticated stream cipher. An active adversary can overwrite this field to force a predictable TCP connection termination at a calculable byte offset; the authors experimentally confirmed that Tor-over-Obfs4 connections can be reliably distinguished from other FEPs because client initiation messages have consistent lengths.

2023-fenske-security §2.3 active-probingfully-encrypted-detect