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Description
The streaming pipeline in streaming/streaming_scorer.py currently recomputes features from raw trade events on every
score request. For high-frequency pairs with thousands of trades per minute, ...
advanced
Shortcoming
tests/backend/annotation_validation/test_m7_failure_injection.py::test_large_input_uses_streaming is collected as part
of the test suite, but it is permanently disabled with @pytest.mark.skip ...
Description
The current ML ensemble (Random Forest, XGBoost, LightGBM) processes per-wallet feature vectors without exploiting the
sequential order of trades. Wash trading patterns — such as the characteristic ...
advanced
Description
Inventory systems should provide a structured workflow for handling returned or defective products. Currently, there is
no dedicated return management process.
Proposed Solution
Introduce ...
End-to-end audit result
The Universal Collector implementation is not runnable through the advertised workflow in tag v1.1.1:
sudo sketchlog-collector --namespace k8s-cluster-1
There is no project console-script ...
bug
documentation
Description
The LedgerLens ensemble currently outputs a single point estimate (0–100 risk score) per wallet–asset pair.
Investigators and downstream consumers have no way to distinguish a high-confidence ...
advanced
Description
The Benford engine computes digit-distribution metrics that serve as inputs to the ensemble ML models. If the underlying
trade distribution on the Stellar DEX changes structurally — for example, ...
advanced
Description
The current Benford engine in detection/benford_engine.py analyses only the first significant digit of trade amounts.
The theoretical extension to second digits (Benford s second-digit law) ...
advanced
Description
The Benford s Law engine currently uses fixed time windows (1h, 4h, 24h, 7d, 30d) defined in config.py via
BENFORD_WINDOWS_HOURS. For low-liquidity asset pairs, short windows produce noisy ...
advanced
Problem
The Report reading-index includes a Filter target pointing to #section-filter-panel, but the filter panel is not exposed
as a named region. Adjacent reading targets already expose named regions. ...

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